在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。
该项目将使用以下数据集:
由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。
如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f4bac18b358>
CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f4bac069438>
由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。
经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。
MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像。
你将通过部署以下函数来建立 GANs 的主要组成部分:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:
image_width,image_height 和 image_channels 设置为 rank 4。z_dim。返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_height, image_width,image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32,name="learning_rate")
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。
该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
alpha = 0.2
with tf.variable_scope('discriminator',reuse=reuse):
# Input layer is 32x32x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 16x16x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 8x8x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。
在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。
该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
reuse = not is_train
alpha = 0.1
with tf.variable_scope('generator', reuse=reuse):
# First fully connected layer
x1 = tf.layers.dense(z, 4*4*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 4, 4, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 4x4x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 4, strides=1, padding='valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 7x7x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 14x14x128
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。
使用你已实现的函数:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminator 和 generator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)使用 show_generator_output 函数显示 generator 在训练过程中的输出。
注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#saver = tf.train.Saver()
losses = []
_,image_width,image_height,image_channels = data_shape
input_real, input_z , _ = model_inputs(image_width, image_height, image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss,learning_rate, beta1)
steps = 0
n_images = 20
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images = batch_images * 2
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_real: batch_images, input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, n_images, input_z, image_channels, data_image_mode)
在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.25
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 4.1405... Generator Loss: 0.0236 Epoch 1/2... Discriminator Loss: 3.2912... Generator Loss: 0.0468 Epoch 1/2... Discriminator Loss: 3.2491... Generator Loss: 0.0576 Epoch 1/2... Discriminator Loss: 0.5010... Generator Loss: 1.8376 Epoch 1/2... Discriminator Loss: 0.2218... Generator Loss: 2.8362 Epoch 1/2... Discriminator Loss: 1.6584... Generator Loss: 7.8315 Epoch 1/2... Discriminator Loss: 1.4870... Generator Loss: 0.3574 Epoch 1/2... Discriminator Loss: 1.5501... Generator Loss: 0.8129 Epoch 1/2... Discriminator Loss: 0.7523... Generator Loss: 2.0181 Epoch 1/2... Discriminator Loss: 1.0027... Generator Loss: 0.5933
Epoch 1/2... Discriminator Loss: 1.8306... Generator Loss: 0.2827 Epoch 1/2... Discriminator Loss: 1.1922... Generator Loss: 0.6582 Epoch 1/2... Discriminator Loss: 1.9662... Generator Loss: 0.2172 Epoch 1/2... Discriminator Loss: 1.6523... Generator Loss: 0.3030 Epoch 1/2... Discriminator Loss: 2.0579... Generator Loss: 0.1766 Epoch 1/2... Discriminator Loss: 1.4252... Generator Loss: 0.3999 Epoch 1/2... Discriminator Loss: 1.4720... Generator Loss: 0.3288 Epoch 1/2... Discriminator Loss: 1.4703... Generator Loss: 0.3536 Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.3722 Epoch 1/2... Discriminator Loss: 1.2222... Generator Loss: 0.5137
Epoch 1/2... Discriminator Loss: 1.1885... Generator Loss: 0.5226 Epoch 1/2... Discriminator Loss: 1.1504... Generator Loss: 0.5755 Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 1.2582 Epoch 1/2... Discriminator Loss: 1.2706... Generator Loss: 1.5405 Epoch 1/2... Discriminator Loss: 1.1147... Generator Loss: 0.9159 Epoch 1/2... Discriminator Loss: 1.1817... Generator Loss: 1.3892 Epoch 1/2... Discriminator Loss: 0.9704... Generator Loss: 0.9999 Epoch 1/2... Discriminator Loss: 0.9588... Generator Loss: 0.8352 Epoch 1/2... Discriminator Loss: 1.1735... Generator Loss: 0.4929 Epoch 1/2... Discriminator Loss: 0.9723... Generator Loss: 0.8836
Epoch 1/2... Discriminator Loss: 1.4125... Generator Loss: 0.3943 Epoch 1/2... Discriminator Loss: 0.8212... Generator Loss: 1.1417 Epoch 1/2... Discriminator Loss: 0.8619... Generator Loss: 1.1297 Epoch 1/2... Discriminator Loss: 1.1462... Generator Loss: 0.4955 Epoch 1/2... Discriminator Loss: 1.0523... Generator Loss: 0.6219 Epoch 1/2... Discriminator Loss: 1.0620... Generator Loss: 0.5816 Epoch 1/2... Discriminator Loss: 0.9124... Generator Loss: 0.9265 Epoch 1/2... Discriminator Loss: 0.9116... Generator Loss: 1.0457 Epoch 1/2... Discriminator Loss: 0.9971... Generator Loss: 1.6784 Epoch 1/2... Discriminator Loss: 1.3522... Generator Loss: 0.3914
Epoch 1/2... Discriminator Loss: 1.2697... Generator Loss: 1.4227 Epoch 1/2... Discriminator Loss: 0.9827... Generator Loss: 0.9020 Epoch 1/2... Discriminator Loss: 1.1887... Generator Loss: 0.5222 Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.4090 Epoch 1/2... Discriminator Loss: 1.2498... Generator Loss: 1.6521 Epoch 1/2... Discriminator Loss: 0.9622... Generator Loss: 1.2218 Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 0.8471 Epoch 1/2... Discriminator Loss: 1.3151... Generator Loss: 0.4071 Epoch 1/2... Discriminator Loss: 1.1079... Generator Loss: 1.2835 Epoch 1/2... Discriminator Loss: 1.0043... Generator Loss: 1.6226
Epoch 1/2... Discriminator Loss: 1.2249... Generator Loss: 0.4734 Epoch 1/2... Discriminator Loss: 1.0646... Generator Loss: 1.9693 Epoch 1/2... Discriminator Loss: 1.0924... Generator Loss: 1.4315 Epoch 1/2... Discriminator Loss: 0.9532... Generator Loss: 0.7600 Epoch 1/2... Discriminator Loss: 1.2131... Generator Loss: 0.4902 Epoch 1/2... Discriminator Loss: 1.1842... Generator Loss: 1.8068 Epoch 1/2... Discriminator Loss: 1.3072... Generator Loss: 0.4830 Epoch 1/2... Discriminator Loss: 0.9788... Generator Loss: 0.8153 Epoch 1/2... Discriminator Loss: 1.4211... Generator Loss: 0.3730 Epoch 1/2... Discriminator Loss: 1.4874... Generator Loss: 0.3688
Epoch 1/2... Discriminator Loss: 0.9356... Generator Loss: 1.3109 Epoch 1/2... Discriminator Loss: 1.6871... Generator Loss: 0.2658 Epoch 1/2... Discriminator Loss: 1.4989... Generator Loss: 0.3349 Epoch 1/2... Discriminator Loss: 1.1462... Generator Loss: 0.5941 Epoch 1/2... Discriminator Loss: 0.8951... Generator Loss: 1.1002 Epoch 1/2... Discriminator Loss: 1.0558... Generator Loss: 0.7076 Epoch 1/2... Discriminator Loss: 1.6089... Generator Loss: 0.2866 Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 0.9849 Epoch 1/2... Discriminator Loss: 1.0511... Generator Loss: 1.2001 Epoch 1/2... Discriminator Loss: 1.0266... Generator Loss: 0.6969
Epoch 1/2... Discriminator Loss: 0.9219... Generator Loss: 1.6011 Epoch 1/2... Discriminator Loss: 0.9269... Generator Loss: 1.3097 Epoch 1/2... Discriminator Loss: 1.1491... Generator Loss: 0.5199 Epoch 1/2... Discriminator Loss: 1.2876... Generator Loss: 1.5543 Epoch 1/2... Discriminator Loss: 0.9575... Generator Loss: 1.3531 Epoch 1/2... Discriminator Loss: 1.4547... Generator Loss: 0.3447 Epoch 1/2... Discriminator Loss: 0.9855... Generator Loss: 0.7543 Epoch 1/2... Discriminator Loss: 1.3626... Generator Loss: 0.4407 Epoch 1/2... Discriminator Loss: 1.3603... Generator Loss: 0.3770 Epoch 1/2... Discriminator Loss: 0.9237... Generator Loss: 1.7581
Epoch 1/2... Discriminator Loss: 0.9180... Generator Loss: 0.8215 Epoch 1/2... Discriminator Loss: 1.2140... Generator Loss: 0.4610 Epoch 1/2... Discriminator Loss: 1.0226... Generator Loss: 0.6382 Epoch 1/2... Discriminator Loss: 1.1976... Generator Loss: 0.5333 Epoch 1/2... Discriminator Loss: 1.0848... Generator Loss: 1.0949 Epoch 1/2... Discriminator Loss: 1.1080... Generator Loss: 0.5784 Epoch 1/2... Discriminator Loss: 2.6112... Generator Loss: 0.1001 Epoch 1/2... Discriminator Loss: 0.9289... Generator Loss: 0.9370 Epoch 1/2... Discriminator Loss: 1.0453... Generator Loss: 0.6451 Epoch 1/2... Discriminator Loss: 1.2218... Generator Loss: 0.4482
Epoch 1/2... Discriminator Loss: 0.9493... Generator Loss: 0.7937 Epoch 1/2... Discriminator Loss: 0.9021... Generator Loss: 1.4691 Epoch 1/2... Discriminator Loss: 1.7453... Generator Loss: 2.4360 Epoch 1/2... Discriminator Loss: 0.8609... Generator Loss: 0.9861 Epoch 1/2... Discriminator Loss: 2.2252... Generator Loss: 0.1485 Epoch 1/2... Discriminator Loss: 1.1839... Generator Loss: 0.5230 Epoch 1/2... Discriminator Loss: 0.8383... Generator Loss: 1.5251 Epoch 1/2... Discriminator Loss: 1.0183... Generator Loss: 0.6223 Epoch 1/2... Discriminator Loss: 1.4023... Generator Loss: 0.3662 Epoch 1/2... Discriminator Loss: 1.9718... Generator Loss: 0.1789
Epoch 1/2... Discriminator Loss: 1.0697... Generator Loss: 0.6848 Epoch 1/2... Discriminator Loss: 0.8869... Generator Loss: 0.8480 Epoch 1/2... Discriminator Loss: 0.8951... Generator Loss: 1.1242 Epoch 1/2... Discriminator Loss: 0.9020... Generator Loss: 1.0015 Epoch 1/2... Discriminator Loss: 0.9296... Generator Loss: 1.2380 Epoch 1/2... Discriminator Loss: 1.2972... Generator Loss: 0.4497 Epoch 1/2... Discriminator Loss: 0.8756... Generator Loss: 1.1684 Epoch 1/2... Discriminator Loss: 1.1898... Generator Loss: 0.4674 Epoch 1/2... Discriminator Loss: 0.8287... Generator Loss: 1.1037 Epoch 1/2... Discriminator Loss: 1.1319... Generator Loss: 0.6037
Epoch 1/2... Discriminator Loss: 0.8985... Generator Loss: 1.0330 Epoch 1/2... Discriminator Loss: 1.3914... Generator Loss: 0.3943 Epoch 1/2... Discriminator Loss: 0.7320... Generator Loss: 1.1194 Epoch 1/2... Discriminator Loss: 0.8806... Generator Loss: 0.7424 Epoch 1/2... Discriminator Loss: 1.5623... Generator Loss: 0.2964 Epoch 1/2... Discriminator Loss: 1.1166... Generator Loss: 0.5479 Epoch 1/2... Discriminator Loss: 0.7795... Generator Loss: 0.9068 Epoch 1/2... Discriminator Loss: 1.3595... Generator Loss: 0.3661 Epoch 1/2... Discriminator Loss: 1.0342... Generator Loss: 0.6135 Epoch 1/2... Discriminator Loss: 1.6837... Generator Loss: 0.3160
Epoch 1/2... Discriminator Loss: 0.8679... Generator Loss: 1.8009 Epoch 1/2... Discriminator Loss: 0.9346... Generator Loss: 1.2262 Epoch 1/2... Discriminator Loss: 0.8162... Generator Loss: 0.9537 Epoch 1/2... Discriminator Loss: 0.9553... Generator Loss: 0.6654 Epoch 1/2... Discriminator Loss: 2.4316... Generator Loss: 0.1260 Epoch 1/2... Discriminator Loss: 0.9123... Generator Loss: 0.8354 Epoch 1/2... Discriminator Loss: 0.8459... Generator Loss: 0.7990 Epoch 1/2... Discriminator Loss: 0.8788... Generator Loss: 0.8485 Epoch 1/2... Discriminator Loss: 1.6567... Generator Loss: 1.9349 Epoch 1/2... Discriminator Loss: 0.8177... Generator Loss: 1.0022
Epoch 1/2... Discriminator Loss: 1.3207... Generator Loss: 0.4562 Epoch 1/2... Discriminator Loss: 0.7474... Generator Loss: 1.2952 Epoch 1/2... Discriminator Loss: 0.7102... Generator Loss: 0.9554 Epoch 1/2... Discriminator Loss: 1.2224... Generator Loss: 2.2368 Epoch 1/2... Discriminator Loss: 1.0796... Generator Loss: 0.5618 Epoch 1/2... Discriminator Loss: 0.8720... Generator Loss: 0.7888 Epoch 1/2... Discriminator Loss: 1.0887... Generator Loss: 1.0147 Epoch 1/2... Discriminator Loss: 0.9545... Generator Loss: 0.8056 Epoch 1/2... Discriminator Loss: 0.8977... Generator Loss: 0.8469 Epoch 1/2... Discriminator Loss: 0.7416... Generator Loss: 1.1730
Epoch 1/2... Discriminator Loss: 1.5665... Generator Loss: 0.2866 Epoch 1/2... Discriminator Loss: 0.9722... Generator Loss: 0.6434 Epoch 1/2... Discriminator Loss: 0.9479... Generator Loss: 0.6014 Epoch 1/2... Discriminator Loss: 4.0252... Generator Loss: 5.4537 Epoch 1/2... Discriminator Loss: 1.0534... Generator Loss: 0.6283 Epoch 1/2... Discriminator Loss: 1.0173... Generator Loss: 0.6357 Epoch 1/2... Discriminator Loss: 0.8912... Generator Loss: 1.7499 Epoch 1/2... Discriminator Loss: 1.0717... Generator Loss: 0.5758 Epoch 1/2... Discriminator Loss: 0.6266... Generator Loss: 1.2591 Epoch 1/2... Discriminator Loss: 1.1482... Generator Loss: 2.1644
Epoch 1/2... Discriminator Loss: 0.8889... Generator Loss: 0.7326 Epoch 1/2... Discriminator Loss: 1.1049... Generator Loss: 0.5618 Epoch 1/2... Discriminator Loss: 1.4237... Generator Loss: 0.3905 Epoch 1/2... Discriminator Loss: 1.0461... Generator Loss: 1.5609 Epoch 1/2... Discriminator Loss: 1.2940... Generator Loss: 0.4124 Epoch 1/2... Discriminator Loss: 1.1030... Generator Loss: 1.2765 Epoch 1/2... Discriminator Loss: 0.9763... Generator Loss: 0.8578 Epoch 1/2... Discriminator Loss: 0.9238... Generator Loss: 0.8424 Epoch 1/2... Discriminator Loss: 0.9849... Generator Loss: 0.6989 Epoch 1/2... Discriminator Loss: 1.3926... Generator Loss: 0.3989
Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 3.1193 Epoch 1/2... Discriminator Loss: 1.2724... Generator Loss: 0.4107 Epoch 1/2... Discriminator Loss: 0.7486... Generator Loss: 0.9370 Epoch 1/2... Discriminator Loss: 0.9446... Generator Loss: 0.6279 Epoch 1/2... Discriminator Loss: 2.0939... Generator Loss: 0.1707 Epoch 1/2... Discriminator Loss: 1.0802... Generator Loss: 0.5843 Epoch 1/2... Discriminator Loss: 1.0416... Generator Loss: 0.5587 Epoch 1/2... Discriminator Loss: 1.2951... Generator Loss: 0.4260 Epoch 1/2... Discriminator Loss: 0.9471... Generator Loss: 0.6418 Epoch 1/2... Discriminator Loss: 0.9450... Generator Loss: 0.8314
Epoch 1/2... Discriminator Loss: 1.7984... Generator Loss: 0.2337 Epoch 1/2... Discriminator Loss: 1.1179... Generator Loss: 2.7076 Epoch 1/2... Discriminator Loss: 1.1595... Generator Loss: 0.4581 Epoch 1/2... Discriminator Loss: 0.9431... Generator Loss: 1.1478 Epoch 1/2... Discriminator Loss: 0.8972... Generator Loss: 1.3446 Epoch 1/2... Discriminator Loss: 0.7189... Generator Loss: 1.7504 Epoch 1/2... Discriminator Loss: 1.1207... Generator Loss: 1.7097 Epoch 1/2... Discriminator Loss: 1.5780... Generator Loss: 0.3029 Epoch 1/2... Discriminator Loss: 0.8331... Generator Loss: 0.8149 Epoch 1/2... Discriminator Loss: 0.7820... Generator Loss: 0.9127
Epoch 1/2... Discriminator Loss: 0.9196... Generator Loss: 0.6683 Epoch 1/2... Discriminator Loss: 0.5328... Generator Loss: 1.2064 Epoch 1/2... Discriminator Loss: 1.2015... Generator Loss: 0.5431 Epoch 1/2... Discriminator Loss: 0.6345... Generator Loss: 1.0586 Epoch 1/2... Discriminator Loss: 0.5742... Generator Loss: 1.6032 Epoch 1/2... Discriminator Loss: 1.1197... Generator Loss: 0.4709 Epoch 1/2... Discriminator Loss: 0.6414... Generator Loss: 1.1105 Epoch 2/2... Discriminator Loss: 0.6772... Generator Loss: 1.4083 Epoch 2/2... Discriminator Loss: 2.0817... Generator Loss: 0.1683 Epoch 2/2... Discriminator Loss: 0.6828... Generator Loss: 1.1070
Epoch 2/2... Discriminator Loss: 0.8300... Generator Loss: 0.7344 Epoch 2/2... Discriminator Loss: 0.8180... Generator Loss: 0.7973 Epoch 2/2... Discriminator Loss: 0.5682... Generator Loss: 1.3005 Epoch 2/2... Discriminator Loss: 0.7587... Generator Loss: 0.8058 Epoch 2/2... Discriminator Loss: 2.5678... Generator Loss: 4.2732 Epoch 2/2... Discriminator Loss: 1.2820... Generator Loss: 0.4195 Epoch 2/2... Discriminator Loss: 0.7097... Generator Loss: 0.9198 Epoch 2/2... Discriminator Loss: 0.6394... Generator Loss: 1.0956 Epoch 2/2... Discriminator Loss: 0.8496... Generator Loss: 0.7547 Epoch 2/2... Discriminator Loss: 2.1477... Generator Loss: 3.6044
Epoch 2/2... Discriminator Loss: 1.1332... Generator Loss: 0.4945 Epoch 2/2... Discriminator Loss: 0.6223... Generator Loss: 1.1288 Epoch 2/2... Discriminator Loss: 0.9759... Generator Loss: 0.7824 Epoch 2/2... Discriminator Loss: 1.1375... Generator Loss: 0.5174 Epoch 2/2... Discriminator Loss: 0.8249... Generator Loss: 1.2606 Epoch 2/2... Discriminator Loss: 0.9076... Generator Loss: 0.9189 Epoch 2/2... Discriminator Loss: 1.5969... Generator Loss: 0.3156 Epoch 2/2... Discriminator Loss: 1.1075... Generator Loss: 0.5403 Epoch 2/2... Discriminator Loss: 1.2255... Generator Loss: 0.4897 Epoch 2/2... Discriminator Loss: 1.4241... Generator Loss: 0.3426
Epoch 2/2... Discriminator Loss: 0.8519... Generator Loss: 0.7662 Epoch 2/2... Discriminator Loss: 1.2253... Generator Loss: 0.4862 Epoch 2/2... Discriminator Loss: 1.5635... Generator Loss: 0.2892 Epoch 2/2... Discriminator Loss: 1.0813... Generator Loss: 0.5790 Epoch 2/2... Discriminator Loss: 0.8997... Generator Loss: 0.7398 Epoch 2/2... Discriminator Loss: 1.0432... Generator Loss: 0.5243 Epoch 2/2... Discriminator Loss: 2.5921... Generator Loss: 0.1018 Epoch 2/2... Discriminator Loss: 0.9477... Generator Loss: 0.6927 Epoch 2/2... Discriminator Loss: 1.2005... Generator Loss: 2.7979 Epoch 2/2... Discriminator Loss: 0.6070... Generator Loss: 1.0175
Epoch 2/2... Discriminator Loss: 1.2899... Generator Loss: 2.3986 Epoch 2/2... Discriminator Loss: 0.7198... Generator Loss: 1.5070 Epoch 2/2... Discriminator Loss: 0.6889... Generator Loss: 1.1281 Epoch 2/2... Discriminator Loss: 0.7384... Generator Loss: 0.9044 Epoch 2/2... Discriminator Loss: 0.6650... Generator Loss: 1.0507 Epoch 2/2... Discriminator Loss: 0.8203... Generator Loss: 2.3634 Epoch 2/2... Discriminator Loss: 0.6356... Generator Loss: 1.4854 Epoch 2/2... Discriminator Loss: 0.9713... Generator Loss: 0.7044 Epoch 2/2... Discriminator Loss: 0.7323... Generator Loss: 0.9156 Epoch 2/2... Discriminator Loss: 0.8644... Generator Loss: 0.7392
Epoch 2/2... Discriminator Loss: 0.7461... Generator Loss: 0.8910 Epoch 2/2... Discriminator Loss: 1.0064... Generator Loss: 2.8849 Epoch 2/2... Discriminator Loss: 1.3618... Generator Loss: 0.4083 Epoch 2/2... Discriminator Loss: 0.7738... Generator Loss: 0.8899 Epoch 2/2... Discriminator Loss: 0.9031... Generator Loss: 0.7231 Epoch 2/2... Discriminator Loss: 0.4430... Generator Loss: 1.4378 Epoch 2/2... Discriminator Loss: 0.8976... Generator Loss: 2.2041 Epoch 2/2... Discriminator Loss: 0.7853... Generator Loss: 2.9185 Epoch 2/2... Discriminator Loss: 0.6309... Generator Loss: 1.2445 Epoch 2/2... Discriminator Loss: 1.2998... Generator Loss: 0.4329
Epoch 2/2... Discriminator Loss: 0.9169... Generator Loss: 0.6988 Epoch 2/2... Discriminator Loss: 0.7274... Generator Loss: 3.2993 Epoch 2/2... Discriminator Loss: 0.8262... Generator Loss: 0.9665 Epoch 2/2... Discriminator Loss: 0.9058... Generator Loss: 0.6459 Epoch 2/2... Discriminator Loss: 0.7540... Generator Loss: 0.8220 Epoch 2/2... Discriminator Loss: 0.9416... Generator Loss: 0.6836 Epoch 2/2... Discriminator Loss: 0.5329... Generator Loss: 1.1270 Epoch 2/2... Discriminator Loss: 0.7313... Generator Loss: 0.7897 Epoch 2/2... Discriminator Loss: 0.7632... Generator Loss: 0.8493 Epoch 2/2... Discriminator Loss: 1.5515... Generator Loss: 4.2082
Epoch 2/2... Discriminator Loss: 0.7303... Generator Loss: 1.8401 Epoch 2/2... Discriminator Loss: 0.5812... Generator Loss: 1.3174 Epoch 2/2... Discriminator Loss: 0.6848... Generator Loss: 1.0175 Epoch 2/2... Discriminator Loss: 0.7413... Generator Loss: 0.9543 Epoch 2/2... Discriminator Loss: 2.9423... Generator Loss: 0.0817 Epoch 2/2... Discriminator Loss: 1.0184... Generator Loss: 0.6137 Epoch 2/2... Discriminator Loss: 1.3255... Generator Loss: 0.3841 Epoch 2/2... Discriminator Loss: 0.7313... Generator Loss: 1.0207 Epoch 2/2... Discriminator Loss: 2.3514... Generator Loss: 0.1296 Epoch 2/2... Discriminator Loss: 0.7397... Generator Loss: 0.8932
Epoch 2/2... Discriminator Loss: 0.7095... Generator Loss: 1.0480 Epoch 2/2... Discriminator Loss: 0.9438... Generator Loss: 0.6619 Epoch 2/2... Discriminator Loss: 0.8583... Generator Loss: 0.7934 Epoch 2/2... Discriminator Loss: 0.7998... Generator Loss: 0.8494 Epoch 2/2... Discriminator Loss: 0.7958... Generator Loss: 0.7862 Epoch 2/2... Discriminator Loss: 1.7103... Generator Loss: 0.2778 Epoch 2/2... Discriminator Loss: 0.6553... Generator Loss: 1.2610 Epoch 2/2... Discriminator Loss: 0.6727... Generator Loss: 0.9814 Epoch 2/2... Discriminator Loss: 0.8844... Generator Loss: 0.9220 Epoch 2/2... Discriminator Loss: 0.7266... Generator Loss: 0.8628
Epoch 2/2... Discriminator Loss: 0.6493... Generator Loss: 0.9080 Epoch 2/2... Discriminator Loss: 0.6864... Generator Loss: 0.8699 Epoch 2/2... Discriminator Loss: 0.7997... Generator Loss: 0.8294 Epoch 2/2... Discriminator Loss: 0.4950... Generator Loss: 1.3862 Epoch 2/2... Discriminator Loss: 0.9590... Generator Loss: 0.5835 Epoch 2/2... Discriminator Loss: 1.0080... Generator Loss: 0.7025 Epoch 2/2... Discriminator Loss: 0.6982... Generator Loss: 0.9724 Epoch 2/2... Discriminator Loss: 0.5489... Generator Loss: 1.9828 Epoch 2/2... Discriminator Loss: 0.6636... Generator Loss: 1.0028 Epoch 2/2... Discriminator Loss: 0.6407... Generator Loss: 2.0525
Epoch 2/2... Discriminator Loss: 0.9420... Generator Loss: 0.6767 Epoch 2/2... Discriminator Loss: 0.7788... Generator Loss: 0.8231 Epoch 2/2... Discriminator Loss: 0.6040... Generator Loss: 1.0527 Epoch 2/2... Discriminator Loss: 2.8233... Generator Loss: 0.1193 Epoch 2/2... Discriminator Loss: 0.5748... Generator Loss: 1.6261 Epoch 2/2... Discriminator Loss: 0.8758... Generator Loss: 0.7522 Epoch 2/2... Discriminator Loss: 1.4351... Generator Loss: 0.3295 Epoch 2/2... Discriminator Loss: 1.2982... Generator Loss: 0.4229 Epoch 2/2... Discriminator Loss: 1.1660... Generator Loss: 0.4703 Epoch 2/2... Discriminator Loss: 0.9662... Generator Loss: 0.6308
Epoch 2/2... Discriminator Loss: 0.5590... Generator Loss: 1.1215 Epoch 2/2... Discriminator Loss: 0.3887... Generator Loss: 1.4576 Epoch 2/2... Discriminator Loss: 0.6126... Generator Loss: 0.9495 Epoch 2/2... Discriminator Loss: 1.9402... Generator Loss: 5.2320 Epoch 2/2... Discriminator Loss: 1.2484... Generator Loss: 3.4932 Epoch 2/2... Discriminator Loss: 0.6591... Generator Loss: 1.0526 Epoch 2/2... Discriminator Loss: 0.7010... Generator Loss: 1.0235 Epoch 2/2... Discriminator Loss: 0.8460... Generator Loss: 0.7623 Epoch 2/2... Discriminator Loss: 0.6203... Generator Loss: 1.4003 Epoch 2/2... Discriminator Loss: 0.4754... Generator Loss: 1.2395
Epoch 2/2... Discriminator Loss: 1.2021... Generator Loss: 0.4439 Epoch 2/2... Discriminator Loss: 1.2237... Generator Loss: 0.5055 Epoch 2/2... Discriminator Loss: 1.0873... Generator Loss: 2.6290 Epoch 2/2... Discriminator Loss: 0.5079... Generator Loss: 1.3606 Epoch 2/2... Discriminator Loss: 0.6482... Generator Loss: 1.0364 Epoch 2/2... Discriminator Loss: 0.3011... Generator Loss: 2.0138 Epoch 2/2... Discriminator Loss: 0.7506... Generator Loss: 1.0564 Epoch 2/2... Discriminator Loss: 0.8443... Generator Loss: 0.7357 Epoch 2/2... Discriminator Loss: 0.3801... Generator Loss: 1.5792 Epoch 2/2... Discriminator Loss: 0.6240... Generator Loss: 1.5401
Epoch 2/2... Discriminator Loss: 0.4274... Generator Loss: 2.0658 Epoch 2/2... Discriminator Loss: 0.5108... Generator Loss: 1.3783 Epoch 2/2... Discriminator Loss: 0.8262... Generator Loss: 0.8152 Epoch 2/2... Discriminator Loss: 1.4054... Generator Loss: 0.3817 Epoch 2/2... Discriminator Loss: 0.7154... Generator Loss: 0.9595 Epoch 2/2... Discriminator Loss: 0.8991... Generator Loss: 0.6755 Epoch 2/2... Discriminator Loss: 0.5802... Generator Loss: 1.1480 Epoch 2/2... Discriminator Loss: 0.7647... Generator Loss: 0.8451 Epoch 2/2... Discriminator Loss: 0.8537... Generator Loss: 2.5637 Epoch 2/2... Discriminator Loss: 0.6812... Generator Loss: 1.5389
Epoch 2/2... Discriminator Loss: 1.2710... Generator Loss: 0.4578 Epoch 2/2... Discriminator Loss: 1.6002... Generator Loss: 0.5121 Epoch 2/2... Discriminator Loss: 0.6676... Generator Loss: 1.0030 Epoch 2/2... Discriminator Loss: 0.5384... Generator Loss: 1.1366 Epoch 2/2... Discriminator Loss: 0.5505... Generator Loss: 1.3862 Epoch 2/2... Discriminator Loss: 1.0317... Generator Loss: 0.5954 Epoch 2/2... Discriminator Loss: 0.5304... Generator Loss: 1.3639 Epoch 2/2... Discriminator Loss: 0.4567... Generator Loss: 1.4200 Epoch 2/2... Discriminator Loss: 1.2701... Generator Loss: 0.4229 Epoch 2/2... Discriminator Loss: 2.8763... Generator Loss: 0.1259
Epoch 2/2... Discriminator Loss: 1.0099... Generator Loss: 0.6364 Epoch 2/2... Discriminator Loss: 0.5983... Generator Loss: 1.2316 Epoch 2/2... Discriminator Loss: 0.6331... Generator Loss: 1.0748 Epoch 2/2... Discriminator Loss: 1.1448... Generator Loss: 0.5103 Epoch 2/2... Discriminator Loss: 0.7428... Generator Loss: 0.8904 Epoch 2/2... Discriminator Loss: 0.9444... Generator Loss: 0.7177 Epoch 2/2... Discriminator Loss: 0.5938... Generator Loss: 1.1714 Epoch 2/2... Discriminator Loss: 1.3511... Generator Loss: 0.4736 Epoch 2/2... Discriminator Loss: 0.7904... Generator Loss: 0.8644 Epoch 2/2... Discriminator Loss: 0.5665... Generator Loss: 1.2512
Epoch 2/2... Discriminator Loss: 0.4344... Generator Loss: 1.5857 Epoch 2/2... Discriminator Loss: 0.5598... Generator Loss: 1.3590 Epoch 2/2... Discriminator Loss: 0.4662... Generator Loss: 1.5623 Epoch 2/2... Discriminator Loss: 0.9515... Generator Loss: 0.6980 Epoch 2/2... Discriminator Loss: 0.7848... Generator Loss: 0.8788 Epoch 2/2... Discriminator Loss: 1.3774... Generator Loss: 3.6616 Epoch 2/2... Discriminator Loss: 0.7716... Generator Loss: 1.3284 Epoch 2/2... Discriminator Loss: 0.8228... Generator Loss: 0.7788 Epoch 2/2... Discriminator Loss: 0.6374... Generator Loss: 0.9542 Epoch 2/2... Discriminator Loss: 0.7107... Generator Loss: 0.9919
Epoch 2/2... Discriminator Loss: 0.5808... Generator Loss: 1.0899 Epoch 2/2... Discriminator Loss: 0.9750... Generator Loss: 0.5908 Epoch 2/2... Discriminator Loss: 0.7923... Generator Loss: 0.8433 Epoch 2/2... Discriminator Loss: 1.6946... Generator Loss: 0.2666 Epoch 2/2... Discriminator Loss: 2.1189... Generator Loss: 5.6650 Epoch 2/2... Discriminator Loss: 0.6476... Generator Loss: 1.0882 Epoch 2/2... Discriminator Loss: 0.7035... Generator Loss: 0.9922 Epoch 2/2... Discriminator Loss: 0.7681... Generator Loss: 0.7916 Epoch 2/2... Discriminator Loss: 0.6462... Generator Loss: 1.0200 Epoch 2/2... Discriminator Loss: 0.7584... Generator Loss: 0.8825
Epoch 2/2... Discriminator Loss: 0.8545... Generator Loss: 0.7103 Epoch 2/2... Discriminator Loss: 1.5148... Generator Loss: 0.4279 Epoch 2/2... Discriminator Loss: 2.2496... Generator Loss: 0.1921 Epoch 2/2... Discriminator Loss: 0.9180... Generator Loss: 0.7255 Epoch 2/2... Discriminator Loss: 0.5098... Generator Loss: 1.5363 Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 0.7665 Epoch 2/2... Discriminator Loss: 0.4010... Generator Loss: 1.8918 Epoch 2/2... Discriminator Loss: 0.5755... Generator Loss: 1.1598 Epoch 2/2... Discriminator Loss: 0.4985... Generator Loss: 1.2155 Epoch 2/2... Discriminator Loss: 0.2717... Generator Loss: 1.9363
Epoch 2/2... Discriminator Loss: 0.9689... Generator Loss: 0.6249 Epoch 2/2... Discriminator Loss: 0.5392... Generator Loss: 1.2414 Epoch 2/2... Discriminator Loss: 0.6072... Generator Loss: 1.1053 Epoch 2/2... Discriminator Loss: 1.6825... Generator Loss: 4.5688 Epoch 2/2... Discriminator Loss: 0.5296... Generator Loss: 1.4030
在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。
batch_size = 16
z_dim = 100
learning_rate = 0.0003
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 4.5888... Generator Loss: 0.0135 Epoch 1/1... Discriminator Loss: 4.0115... Generator Loss: 0.0293 Epoch 1/1... Discriminator Loss: 1.8160... Generator Loss: 9.3494 Epoch 1/1... Discriminator Loss: 4.9376... Generator Loss: 0.0110 Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 2.0976 Epoch 1/1... Discriminator Loss: 2.6202... Generator Loss: 0.0983 Epoch 1/1... Discriminator Loss: 0.6539... Generator Loss: 6.4723 Epoch 1/1... Discriminator Loss: 0.3383... Generator Loss: 4.2185 Epoch 1/1... Discriminator Loss: 0.4962... Generator Loss: 1.6998 Epoch 1/1... Discriminator Loss: 1.1021... Generator Loss: 7.5592
Epoch 1/1... Discriminator Loss: 0.7536... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 0.1368... Generator Loss: 7.0807 Epoch 1/1... Discriminator Loss: 0.6029... Generator Loss: 0.8857 Epoch 1/1... Discriminator Loss: 0.2424... Generator Loss: 5.0247 Epoch 1/1... Discriminator Loss: 0.2617... Generator Loss: 1.7387 Epoch 1/1... Discriminator Loss: 0.1740... Generator Loss: 2.0405 Epoch 1/1... Discriminator Loss: 0.1183... Generator Loss: 5.3269 Epoch 1/1... Discriminator Loss: 0.1371... Generator Loss: 2.3507 Epoch 1/1... Discriminator Loss: 0.2864... Generator Loss: 2.0357 Epoch 1/1... Discriminator Loss: 0.1358... Generator Loss: 6.7378
Epoch 1/1... Discriminator Loss: 0.2119... Generator Loss: 2.9438 Epoch 1/1... Discriminator Loss: 0.1908... Generator Loss: 2.3017 Epoch 1/1... Discriminator Loss: 0.1538... Generator Loss: 4.9746 Epoch 1/1... Discriminator Loss: 1.6566... Generator Loss: 0.3177 Epoch 1/1... Discriminator Loss: 1.4480... Generator Loss: 0.4257 Epoch 1/1... Discriminator Loss: 1.5658... Generator Loss: 0.4749 Epoch 1/1... Discriminator Loss: 1.3108... Generator Loss: 2.8825 Epoch 1/1... Discriminator Loss: 1.3196... Generator Loss: 4.0045 Epoch 1/1... Discriminator Loss: 0.8684... Generator Loss: 0.7281 Epoch 1/1... Discriminator Loss: 0.7299... Generator Loss: 0.8661
Epoch 1/1... Discriminator Loss: 1.9081... Generator Loss: 0.5481 Epoch 1/1... Discriminator Loss: 0.7667... Generator Loss: 0.8577 Epoch 1/1... Discriminator Loss: 1.5340... Generator Loss: 0.4286 Epoch 1/1... Discriminator Loss: 1.2268... Generator Loss: 1.0560 Epoch 1/1... Discriminator Loss: 0.9150... Generator Loss: 1.0090 Epoch 1/1... Discriminator Loss: 1.2292... Generator Loss: 0.8261 Epoch 1/1... Discriminator Loss: 1.6194... Generator Loss: 0.3634 Epoch 1/1... Discriminator Loss: 0.9659... Generator Loss: 1.2710 Epoch 1/1... Discriminator Loss: 0.8187... Generator Loss: 2.1771 Epoch 1/1... Discriminator Loss: 1.0842... Generator Loss: 0.5904
Epoch 1/1... Discriminator Loss: 0.5876... Generator Loss: 2.4870 Epoch 1/1... Discriminator Loss: 0.6284... Generator Loss: 1.0814 Epoch 1/1... Discriminator Loss: 1.4151... Generator Loss: 2.2595 Epoch 1/1... Discriminator Loss: 1.5482... Generator Loss: 0.3783 Epoch 1/1... Discriminator Loss: 2.0301... Generator Loss: 0.2066 Epoch 1/1... Discriminator Loss: 1.4303... Generator Loss: 0.4340 Epoch 1/1... Discriminator Loss: 1.1183... Generator Loss: 0.5615 Epoch 1/1... Discriminator Loss: 1.0051... Generator Loss: 0.8940 Epoch 1/1... Discriminator Loss: 1.3086... Generator Loss: 0.4422 Epoch 1/1... Discriminator Loss: 1.2363... Generator Loss: 1.0030
Epoch 1/1... Discriminator Loss: 1.5778... Generator Loss: 2.3382 Epoch 1/1... Discriminator Loss: 0.8868... Generator Loss: 3.9566 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 2.0344 Epoch 1/1... Discriminator Loss: 0.9997... Generator Loss: 0.8256 Epoch 1/1... Discriminator Loss: 2.1116... Generator Loss: 0.2721 Epoch 1/1... Discriminator Loss: 0.9863... Generator Loss: 1.4487 Epoch 1/1... Discriminator Loss: 1.6329... Generator Loss: 0.4026 Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 1.7059 Epoch 1/1... Discriminator Loss: 1.5193... Generator Loss: 1.5235 Epoch 1/1... Discriminator Loss: 1.3826... Generator Loss: 1.9684
Epoch 1/1... Discriminator Loss: 0.8962... Generator Loss: 1.4103 Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 0.6719 Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.4246 Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.6655 Epoch 1/1... Discriminator Loss: 1.7973... Generator Loss: 0.2282 Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.4011 Epoch 1/1... Discriminator Loss: 0.9909... Generator Loss: 1.1155 Epoch 1/1... Discriminator Loss: 0.8815... Generator Loss: 2.2619 Epoch 1/1... Discriminator Loss: 1.9800... Generator Loss: 0.2730 Epoch 1/1... Discriminator Loss: 2.1945... Generator Loss: 0.1468
Epoch 1/1... Discriminator Loss: 1.5421... Generator Loss: 0.3388 Epoch 1/1... Discriminator Loss: 1.3466... Generator Loss: 0.7026 Epoch 1/1... Discriminator Loss: 1.4293... Generator Loss: 1.0913 Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 0.5693 Epoch 1/1... Discriminator Loss: 1.3243... Generator Loss: 1.0842 Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.7459 Epoch 1/1... Discriminator Loss: 1.4020... Generator Loss: 0.4724 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.9604 Epoch 1/1... Discriminator Loss: 1.0169... Generator Loss: 1.4610 Epoch 1/1... Discriminator Loss: 1.7429... Generator Loss: 0.2555
Epoch 1/1... Discriminator Loss: 1.4992... Generator Loss: 0.5118 Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 1.2635 Epoch 1/1... Discriminator Loss: 1.4813... Generator Loss: 0.4725 Epoch 1/1... Discriminator Loss: 1.9656... Generator Loss: 0.2206 Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.6655 Epoch 1/1... Discriminator Loss: 1.7473... Generator Loss: 0.3405 Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 0.9496 Epoch 1/1... Discriminator Loss: 1.7022... Generator Loss: 0.3374 Epoch 1/1... Discriminator Loss: 1.1639... Generator Loss: 1.5708 Epoch 1/1... Discriminator Loss: 1.8346... Generator Loss: 0.2296
Epoch 1/1... Discriminator Loss: 1.2985... Generator Loss: 0.5059 Epoch 1/1... Discriminator Loss: 0.9840... Generator Loss: 0.7880 Epoch 1/1... Discriminator Loss: 2.4241... Generator Loss: 0.1171 Epoch 1/1... Discriminator Loss: 1.6958... Generator Loss: 0.2898 Epoch 1/1... Discriminator Loss: 1.2291... Generator Loss: 1.7416 Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.4580 Epoch 1/1... Discriminator Loss: 1.9798... Generator Loss: 0.2307 Epoch 1/1... Discriminator Loss: 1.0211... Generator Loss: 0.9819 Epoch 1/1... Discriminator Loss: 1.4500... Generator Loss: 0.3582 Epoch 1/1... Discriminator Loss: 0.8845... Generator Loss: 0.8427
Epoch 1/1... Discriminator Loss: 1.4222... Generator Loss: 1.4487 Epoch 1/1... Discriminator Loss: 0.8548... Generator Loss: 1.4307 Epoch 1/1... Discriminator Loss: 0.9519... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.8692 Epoch 1/1... Discriminator Loss: 1.5041... Generator Loss: 0.3635 Epoch 1/1... Discriminator Loss: 0.8057... Generator Loss: 0.9471 Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 0.9517 Epoch 1/1... Discriminator Loss: 0.6388... Generator Loss: 1.4844 Epoch 1/1... Discriminator Loss: 1.0158... Generator Loss: 1.8340 Epoch 1/1... Discriminator Loss: 0.8578... Generator Loss: 2.4292
Epoch 1/1... Discriminator Loss: 1.7837... Generator Loss: 3.4394 Epoch 1/1... Discriminator Loss: 2.3371... Generator Loss: 0.1169 Epoch 1/1... Discriminator Loss: 0.6408... Generator Loss: 1.3240 Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 0.7316 Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 0.8029 Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 0.4254 Epoch 1/1... Discriminator Loss: 1.4640... Generator Loss: 0.3566 Epoch 1/1... Discriminator Loss: 0.9600... Generator Loss: 0.8192 Epoch 1/1... Discriminator Loss: 0.9998... Generator Loss: 1.3417 Epoch 1/1... Discriminator Loss: 1.1674... Generator Loss: 0.9809
Epoch 1/1... Discriminator Loss: 0.7095... Generator Loss: 0.9685 Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 2.6700 Epoch 1/1... Discriminator Loss: 1.7540... Generator Loss: 2.2019 Epoch 1/1... Discriminator Loss: 0.8887... Generator Loss: 1.0057 Epoch 1/1... Discriminator Loss: 1.5764... Generator Loss: 0.4168 Epoch 1/1... Discriminator Loss: 1.3197... Generator Loss: 0.4380 Epoch 1/1... Discriminator Loss: 1.4955... Generator Loss: 0.3437 Epoch 1/1... Discriminator Loss: 1.1329... Generator Loss: 0.7472 Epoch 1/1... Discriminator Loss: 0.8550... Generator Loss: 0.8772 Epoch 1/1... Discriminator Loss: 0.7315... Generator Loss: 1.2752
Epoch 1/1... Discriminator Loss: 1.1817... Generator Loss: 0.5476 Epoch 1/1... Discriminator Loss: 1.5879... Generator Loss: 0.2909 Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 2.4482 Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 0.4388 Epoch 1/1... Discriminator Loss: 0.7430... Generator Loss: 2.0146 Epoch 1/1... Discriminator Loss: 1.2944... Generator Loss: 0.5681 Epoch 1/1... Discriminator Loss: 0.9851... Generator Loss: 1.0883 Epoch 1/1... Discriminator Loss: 1.0114... Generator Loss: 0.8438 Epoch 1/1... Discriminator Loss: 1.5520... Generator Loss: 0.2967 Epoch 1/1... Discriminator Loss: 0.8813... Generator Loss: 2.5415
Epoch 1/1... Discriminator Loss: 0.7742... Generator Loss: 1.0487 Epoch 1/1... Discriminator Loss: 1.8913... Generator Loss: 0.2042 Epoch 1/1... Discriminator Loss: 1.4082... Generator Loss: 0.3674 Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 1.0016 Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 0.6010 Epoch 1/1... Discriminator Loss: 0.6520... Generator Loss: 1.2669 Epoch 1/1... Discriminator Loss: 0.5530... Generator Loss: 2.1704 Epoch 1/1... Discriminator Loss: 1.8477... Generator Loss: 0.2031 Epoch 1/1... Discriminator Loss: 1.2098... Generator Loss: 1.1089 Epoch 1/1... Discriminator Loss: 1.9421... Generator Loss: 0.1933
Epoch 1/1... Discriminator Loss: 1.8159... Generator Loss: 0.2095 Epoch 1/1... Discriminator Loss: 0.7321... Generator Loss: 1.6839 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.2558 Epoch 1/1... Discriminator Loss: 1.5409... Generator Loss: 0.4069 Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 0.7950 Epoch 1/1... Discriminator Loss: 0.9893... Generator Loss: 2.1840 Epoch 1/1... Discriminator Loss: 1.6099... Generator Loss: 0.3259 Epoch 1/1... Discriminator Loss: 0.4525... Generator Loss: 2.2102 Epoch 1/1... Discriminator Loss: 1.1149... Generator Loss: 0.7861 Epoch 1/1... Discriminator Loss: 1.4628... Generator Loss: 0.3055
Epoch 1/1... Discriminator Loss: 1.2833... Generator Loss: 0.7711 Epoch 1/1... Discriminator Loss: 1.0254... Generator Loss: 0.8155 Epoch 1/1... Discriminator Loss: 1.0644... Generator Loss: 0.9997 Epoch 1/1... Discriminator Loss: 1.2908... Generator Loss: 0.8475 Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.5414 Epoch 1/1... Discriminator Loss: 0.5325... Generator Loss: 1.4430 Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 2.3565 Epoch 1/1... Discriminator Loss: 0.9082... Generator Loss: 0.7292 Epoch 1/1... Discriminator Loss: 1.1623... Generator Loss: 0.6949 Epoch 1/1... Discriminator Loss: 1.0771... Generator Loss: 0.7668
Epoch 1/1... Discriminator Loss: 1.6297... Generator Loss: 0.2844 Epoch 1/1... Discriminator Loss: 1.8857... Generator Loss: 0.2168 Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.6199 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.7583 Epoch 1/1... Discriminator Loss: 1.0287... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.5744 Epoch 1/1... Discriminator Loss: 1.1526... Generator Loss: 0.6528 Epoch 1/1... Discriminator Loss: 1.2490... Generator Loss: 0.4558 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.5941 Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 0.9318
Epoch 1/1... Discriminator Loss: 1.1363... Generator Loss: 1.0875 Epoch 1/1... Discriminator Loss: 1.1915... Generator Loss: 2.2342 Epoch 1/1... Discriminator Loss: 1.0501... Generator Loss: 0.6994 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 2.1751 Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 0.9036 Epoch 1/1... Discriminator Loss: 0.6232... Generator Loss: 1.2330 Epoch 1/1... Discriminator Loss: 0.6486... Generator Loss: 2.2691 Epoch 1/1... Discriminator Loss: 1.4446... Generator Loss: 0.5979 Epoch 1/1... Discriminator Loss: 0.6695... Generator Loss: 1.5692 Epoch 1/1... Discriminator Loss: 1.2403... Generator Loss: 0.4370
Epoch 1/1... Discriminator Loss: 1.2361... Generator Loss: 0.6374 Epoch 1/1... Discriminator Loss: 1.3586... Generator Loss: 0.6330 Epoch 1/1... Discriminator Loss: 1.7293... Generator Loss: 0.2548 Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 1.6647 Epoch 1/1... Discriminator Loss: 1.6974... Generator Loss: 0.2915 Epoch 1/1... Discriminator Loss: 1.0557... Generator Loss: 0.9831 Epoch 1/1... Discriminator Loss: 1.5738... Generator Loss: 0.3096 Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 0.4466 Epoch 1/1... Discriminator Loss: 0.9546... Generator Loss: 0.7636 Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 0.5757
Epoch 1/1... Discriminator Loss: 1.8019... Generator Loss: 0.2365 Epoch 1/1... Discriminator Loss: 0.9796... Generator Loss: 1.6461 Epoch 1/1... Discriminator Loss: 0.8546... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 0.6407... Generator Loss: 1.2923 Epoch 1/1... Discriminator Loss: 1.2276... Generator Loss: 0.6747 Epoch 1/1... Discriminator Loss: 1.3984... Generator Loss: 1.8275 Epoch 1/1... Discriminator Loss: 1.6506... Generator Loss: 0.2838 Epoch 1/1... Discriminator Loss: 0.8580... Generator Loss: 1.0936 Epoch 1/1... Discriminator Loss: 1.2960... Generator Loss: 0.4836 Epoch 1/1... Discriminator Loss: 1.6131... Generator Loss: 0.3459
Epoch 1/1... Discriminator Loss: 0.8766... Generator Loss: 1.0438 Epoch 1/1... Discriminator Loss: 1.1489... Generator Loss: 0.6336 Epoch 1/1... Discriminator Loss: 1.3994... Generator Loss: 0.3613 Epoch 1/1... Discriminator Loss: 0.9920... Generator Loss: 1.0176 Epoch 1/1... Discriminator Loss: 1.6272... Generator Loss: 0.2519 Epoch 1/1... Discriminator Loss: 0.9112... Generator Loss: 1.1943 Epoch 1/1... Discriminator Loss: 1.2957... Generator Loss: 0.5095 Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 0.5162 Epoch 1/1... Discriminator Loss: 0.6878... Generator Loss: 1.5776 Epoch 1/1... Discriminator Loss: 1.4060... Generator Loss: 0.4661
Epoch 1/1... Discriminator Loss: 2.2736... Generator Loss: 0.1293 Epoch 1/1... Discriminator Loss: 0.9551... Generator Loss: 0.7472 Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.7635 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.8755 Epoch 1/1... Discriminator Loss: 1.6545... Generator Loss: 0.3138 Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.4102 Epoch 1/1... Discriminator Loss: 1.7859... Generator Loss: 0.2541 Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.9585 Epoch 1/1... Discriminator Loss: 1.7869... Generator Loss: 0.2570 Epoch 1/1... Discriminator Loss: 0.8989... Generator Loss: 0.9727
Epoch 1/1... Discriminator Loss: 0.7133... Generator Loss: 1.4152 Epoch 1/1... Discriminator Loss: 1.4673... Generator Loss: 0.3436 Epoch 1/1... Discriminator Loss: 1.5362... Generator Loss: 0.3558 Epoch 1/1... Discriminator Loss: 1.0556... Generator Loss: 0.8675 Epoch 1/1... Discriminator Loss: 1.2114... Generator Loss: 0.8055 Epoch 1/1... Discriminator Loss: 1.2962... Generator Loss: 0.8712 Epoch 1/1... Discriminator Loss: 1.5078... Generator Loss: 0.3449 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 1.0764 Epoch 1/1... Discriminator Loss: 0.9874... Generator Loss: 0.9388 Epoch 1/1... Discriminator Loss: 0.7973... Generator Loss: 1.0378
Epoch 1/1... Discriminator Loss: 1.4570... Generator Loss: 0.3963 Epoch 1/1... Discriminator Loss: 1.6742... Generator Loss: 0.3008 Epoch 1/1... Discriminator Loss: 1.4822... Generator Loss: 0.3944 Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 0.5169 Epoch 1/1... Discriminator Loss: 0.7400... Generator Loss: 1.2524 Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 0.6319 Epoch 1/1... Discriminator Loss: 1.3879... Generator Loss: 0.3202 Epoch 1/1... Discriminator Loss: 0.7749... Generator Loss: 1.0389 Epoch 1/1... Discriminator Loss: 1.4184... Generator Loss: 0.4800 Epoch 1/1... Discriminator Loss: 0.7418... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.6488 Epoch 1/1... Discriminator Loss: 0.9449... Generator Loss: 1.2006 Epoch 1/1... Discriminator Loss: 1.1673... Generator Loss: 0.6523 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.5374 Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 1.1240 Epoch 1/1... Discriminator Loss: 1.3372... Generator Loss: 0.4463 Epoch 1/1... Discriminator Loss: 1.7619... Generator Loss: 0.2611 Epoch 1/1... Discriminator Loss: 1.3151... Generator Loss: 0.4591 Epoch 1/1... Discriminator Loss: 1.0560... Generator Loss: 0.9771
Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.4714 Epoch 1/1... Discriminator Loss: 1.4242... Generator Loss: 0.6472 Epoch 1/1... Discriminator Loss: 1.2609... Generator Loss: 0.8018 Epoch 1/1... Discriminator Loss: 0.9931... Generator Loss: 0.7838 Epoch 1/1... Discriminator Loss: 1.3194... Generator Loss: 0.7447 Epoch 1/1... Discriminator Loss: 1.0010... Generator Loss: 0.8653 Epoch 1/1... Discriminator Loss: 1.8677... Generator Loss: 0.2118 Epoch 1/1... Discriminator Loss: 1.0124... Generator Loss: 0.7431 Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.2868 Epoch 1/1... Discriminator Loss: 1.4193... Generator Loss: 0.5717
Epoch 1/1... Discriminator Loss: 1.1992... Generator Loss: 0.4595 Epoch 1/1... Discriminator Loss: 1.1221... Generator Loss: 0.6333 Epoch 1/1... Discriminator Loss: 0.8700... Generator Loss: 1.0426 Epoch 1/1... Discriminator Loss: 1.2944... Generator Loss: 0.4303 Epoch 1/1... Discriminator Loss: 1.2667... Generator Loss: 0.7545 Epoch 1/1... Discriminator Loss: 1.2897... Generator Loss: 0.8146 Epoch 1/1... Discriminator Loss: 1.2553... Generator Loss: 0.6498 Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 0.8306 Epoch 1/1... Discriminator Loss: 1.1737... Generator Loss: 0.6682 Epoch 1/1... Discriminator Loss: 1.0309... Generator Loss: 1.0323
Epoch 1/1... Discriminator Loss: 1.2671... Generator Loss: 0.7008 Epoch 1/1... Discriminator Loss: 1.3725... Generator Loss: 0.4431 Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.4894 Epoch 1/1... Discriminator Loss: 1.3592... Generator Loss: 0.4253 Epoch 1/1... Discriminator Loss: 1.2079... Generator Loss: 0.6365 Epoch 1/1... Discriminator Loss: 1.1461... Generator Loss: 0.6728 Epoch 1/1... Discriminator Loss: 1.2680... Generator Loss: 0.4436 Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 0.7402 Epoch 1/1... Discriminator Loss: 1.4497... Generator Loss: 0.3386 Epoch 1/1... Discriminator Loss: 1.2634... Generator Loss: 0.5695
Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 1.4894 Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 0.9712 Epoch 1/1... Discriminator Loss: 1.4171... Generator Loss: 1.0596 Epoch 1/1... Discriminator Loss: 1.1617... Generator Loss: 0.5866 Epoch 1/1... Discriminator Loss: 1.0194... Generator Loss: 0.7543 Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.5292 Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.6905 Epoch 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.6009 Epoch 1/1... Discriminator Loss: 1.7651... Generator Loss: 0.2535 Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.6685
Epoch 1/1... Discriminator Loss: 0.7387... Generator Loss: 1.3831 Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.5706 Epoch 1/1... Discriminator Loss: 1.0376... Generator Loss: 0.7812 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.5586 Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.5530 Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.8472 Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.4130 Epoch 1/1... Discriminator Loss: 0.9329... Generator Loss: 2.2996 Epoch 1/1... Discriminator Loss: 0.8189... Generator Loss: 0.8602 Epoch 1/1... Discriminator Loss: 1.3685... Generator Loss: 0.4444
Epoch 1/1... Discriminator Loss: 1.3110... Generator Loss: 0.4502 Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.8436 Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.5786 Epoch 1/1... Discriminator Loss: 0.9245... Generator Loss: 1.0394 Epoch 1/1... Discriminator Loss: 1.1642... Generator Loss: 0.5277 Epoch 1/1... Discriminator Loss: 0.8535... Generator Loss: 0.8683 Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 0.9348 Epoch 1/1... Discriminator Loss: 1.2419... Generator Loss: 0.8519 Epoch 1/1... Discriminator Loss: 0.9356... Generator Loss: 1.1808 Epoch 1/1... Discriminator Loss: 1.2884... Generator Loss: 0.5760
Epoch 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.6776 Epoch 1/1... Discriminator Loss: 1.4839... Generator Loss: 0.4831 Epoch 1/1... Discriminator Loss: 1.0927... Generator Loss: 0.9451 Epoch 1/1... Discriminator Loss: 1.4083... Generator Loss: 0.4220 Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.5319 Epoch 1/1... Discriminator Loss: 1.5645... Generator Loss: 0.4432 Epoch 1/1... Discriminator Loss: 1.1795... Generator Loss: 0.5787 Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 0.7045 Epoch 1/1... Discriminator Loss: 1.2082... Generator Loss: 0.6732 Epoch 1/1... Discriminator Loss: 0.9505... Generator Loss: 0.9164
Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.5768 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.8312 Epoch 1/1... Discriminator Loss: 1.1528... Generator Loss: 1.0775 Epoch 1/1... Discriminator Loss: 1.1314... Generator Loss: 0.6650 Epoch 1/1... Discriminator Loss: 1.1637... Generator Loss: 0.6018 Epoch 1/1... Discriminator Loss: 1.0996... Generator Loss: 0.6175 Epoch 1/1... Discriminator Loss: 1.0593... Generator Loss: 0.8834 Epoch 1/1... Discriminator Loss: 1.2002... Generator Loss: 0.4896 Epoch 1/1... Discriminator Loss: 1.4894... Generator Loss: 0.3676 Epoch 1/1... Discriminator Loss: 1.3656... Generator Loss: 0.5724
Epoch 1/1... Discriminator Loss: 1.1359... Generator Loss: 0.7212 Epoch 1/1... Discriminator Loss: 1.0321... Generator Loss: 0.7838 Epoch 1/1... Discriminator Loss: 1.3635... Generator Loss: 1.0940 Epoch 1/1... Discriminator Loss: 1.5519... Generator Loss: 0.3378 Epoch 1/1... Discriminator Loss: 1.1985... Generator Loss: 0.5487 Epoch 1/1... Discriminator Loss: 1.3246... Generator Loss: 0.4231 Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.6333 Epoch 1/1... Discriminator Loss: 1.0327... Generator Loss: 0.6934 Epoch 1/1... Discriminator Loss: 1.1286... Generator Loss: 0.5728 Epoch 1/1... Discriminator Loss: 1.2342... Generator Loss: 0.7155
Epoch 1/1... Discriminator Loss: 0.9284... Generator Loss: 0.8248 Epoch 1/1... Discriminator Loss: 1.3259... Generator Loss: 0.5198 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.4941 Epoch 1/1... Discriminator Loss: 1.9315... Generator Loss: 0.2018 Epoch 1/1... Discriminator Loss: 1.1746... Generator Loss: 0.6125 Epoch 1/1... Discriminator Loss: 1.6171... Generator Loss: 0.3074 Epoch 1/1... Discriminator Loss: 1.3529... Generator Loss: 0.4844 Epoch 1/1... Discriminator Loss: 1.2464... Generator Loss: 0.4866 Epoch 1/1... Discriminator Loss: 1.4741... Generator Loss: 0.3652 Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 0.9282
Epoch 1/1... Discriminator Loss: 0.9142... Generator Loss: 0.8878 Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.4751 Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 0.6691 Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.5861 Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 0.5516 Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.8785 Epoch 1/1... Discriminator Loss: 1.2675... Generator Loss: 0.8297 Epoch 1/1... Discriminator Loss: 1.0456... Generator Loss: 0.8523 Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.7378 Epoch 1/1... Discriminator Loss: 1.4764... Generator Loss: 0.3615
Epoch 1/1... Discriminator Loss: 1.5592... Generator Loss: 0.4350 Epoch 1/1... Discriminator Loss: 1.3324... Generator Loss: 0.4828 Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.4242 Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.4723 Epoch 1/1... Discriminator Loss: 1.4435... Generator Loss: 0.4418 Epoch 1/1... Discriminator Loss: 1.3531... Generator Loss: 0.5028 Epoch 1/1... Discriminator Loss: 1.1891... Generator Loss: 0.4981 Epoch 1/1... Discriminator Loss: 1.1280... Generator Loss: 0.7061 Epoch 1/1... Discriminator Loss: 1.2308... Generator Loss: 0.5830 Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.5246
Epoch 1/1... Discriminator Loss: 1.5971... Generator Loss: 0.3121 Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 0.5025 Epoch 1/1... Discriminator Loss: 1.4651... Generator Loss: 0.7858 Epoch 1/1... Discriminator Loss: 1.3600... Generator Loss: 0.4493 Epoch 1/1... Discriminator Loss: 1.2734... Generator Loss: 0.4516 Epoch 1/1... Discriminator Loss: 1.3400... Generator Loss: 0.5697 Epoch 1/1... Discriminator Loss: 1.4294... Generator Loss: 0.5173 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.4967 Epoch 1/1... Discriminator Loss: 0.7973... Generator Loss: 0.8831 Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 0.8695
Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 1.1333 Epoch 1/1... Discriminator Loss: 1.7619... Generator Loss: 0.2348 Epoch 1/1... Discriminator Loss: 1.1248... Generator Loss: 0.7729 Epoch 1/1... Discriminator Loss: 1.3593... Generator Loss: 0.7097 Epoch 1/1... Discriminator Loss: 1.7589... Generator Loss: 0.3096 Epoch 1/1... Discriminator Loss: 1.1708... Generator Loss: 0.6366 Epoch 1/1... Discriminator Loss: 1.0061... Generator Loss: 1.1213 Epoch 1/1... Discriminator Loss: 1.7151... Generator Loss: 0.2672 Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 0.9884
Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.6909 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.5600 Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.5546 Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.8439 Epoch 1/1... Discriminator Loss: 1.2435... Generator Loss: 0.7371 Epoch 1/1... Discriminator Loss: 1.1149... Generator Loss: 0.6408 Epoch 1/1... Discriminator Loss: 1.7686... Generator Loss: 0.7732 Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.3638 Epoch 1/1... Discriminator Loss: 1.2701... Generator Loss: 0.6338 Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.8959
Epoch 1/1... Discriminator Loss: 1.0551... Generator Loss: 1.0854 Epoch 1/1... Discriminator Loss: 1.1453... Generator Loss: 0.6620 Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 0.6207 Epoch 1/1... Discriminator Loss: 1.2730... Generator Loss: 0.6046 Epoch 1/1... Discriminator Loss: 1.3464... Generator Loss: 0.5784 Epoch 1/1... Discriminator Loss: 0.9279... Generator Loss: 0.9487 Epoch 1/1... Discriminator Loss: 1.3280... Generator Loss: 0.5769 Epoch 1/1... Discriminator Loss: 1.4864... Generator Loss: 0.3561 Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 0.8074 Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 0.7340
Epoch 1/1... Discriminator Loss: 1.5952... Generator Loss: 0.2859 Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 0.7632 Epoch 1/1... Discriminator Loss: 1.2174... Generator Loss: 0.5059 Epoch 1/1... Discriminator Loss: 1.2707... Generator Loss: 0.5010 Epoch 1/1... Discriminator Loss: 1.3110... Generator Loss: 0.7144 Epoch 1/1... Discriminator Loss: 1.0680... Generator Loss: 0.9139 Epoch 1/1... Discriminator Loss: 1.3085... Generator Loss: 0.6171 Epoch 1/1... Discriminator Loss: 1.2200... Generator Loss: 0.7917 Epoch 1/1... Discriminator Loss: 1.7480... Generator Loss: 0.2816 Epoch 1/1... Discriminator Loss: 1.4273... Generator Loss: 0.3942
Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.6492 Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.7834 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.5671 Epoch 1/1... Discriminator Loss: 0.9562... Generator Loss: 1.0217 Epoch 1/1... Discriminator Loss: 1.3113... Generator Loss: 0.4782 Epoch 1/1... Discriminator Loss: 1.5607... Generator Loss: 0.2727 Epoch 1/1... Discriminator Loss: 1.2675... Generator Loss: 0.8875 Epoch 1/1... Discriminator Loss: 1.1339... Generator Loss: 0.5928 Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.8020 Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 0.6233
Epoch 1/1... Discriminator Loss: 0.9809... Generator Loss: 0.7556 Epoch 1/1... Discriminator Loss: 1.0908... Generator Loss: 0.6087 Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 0.4425 Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 0.3859 Epoch 1/1... Discriminator Loss: 2.1982... Generator Loss: 0.1555 Epoch 1/1... Discriminator Loss: 1.2621... Generator Loss: 0.5446 Epoch 1/1... Discriminator Loss: 1.4927... Generator Loss: 0.4094 Epoch 1/1... Discriminator Loss: 1.3343... Generator Loss: 0.4943 Epoch 1/1... Discriminator Loss: 0.9204... Generator Loss: 0.9610 Epoch 1/1... Discriminator Loss: 0.7554... Generator Loss: 0.9858
Epoch 1/1... Discriminator Loss: 1.4656... Generator Loss: 0.4538 Epoch 1/1... Discriminator Loss: 1.1602... Generator Loss: 0.5240 Epoch 1/1... Discriminator Loss: 1.4501... Generator Loss: 0.3740 Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.5196 Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 0.6634 Epoch 1/1... Discriminator Loss: 0.9256... Generator Loss: 0.9133 Epoch 1/1... Discriminator Loss: 1.2777... Generator Loss: 0.7029 Epoch 1/1... Discriminator Loss: 1.0748... Generator Loss: 0.8043 Epoch 1/1... Discriminator Loss: 1.3301... Generator Loss: 0.5617 Epoch 1/1... Discriminator Loss: 1.0056... Generator Loss: 0.7738
Epoch 1/1... Discriminator Loss: 1.3178... Generator Loss: 0.5485 Epoch 1/1... Discriminator Loss: 0.9621... Generator Loss: 0.7106 Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.6028 Epoch 1/1... Discriminator Loss: 1.4380... Generator Loss: 0.4815 Epoch 1/1... Discriminator Loss: 0.9309... Generator Loss: 0.7349 Epoch 1/1... Discriminator Loss: 1.2097... Generator Loss: 0.8717 Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.4071 Epoch 1/1... Discriminator Loss: 1.7091... Generator Loss: 0.2534 Epoch 1/1... Discriminator Loss: 1.3172... Generator Loss: 0.4697 Epoch 1/1... Discriminator Loss: 1.3261... Generator Loss: 0.5356
Epoch 1/1... Discriminator Loss: 1.3564... Generator Loss: 0.4086 Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 0.5929 Epoch 1/1... Discriminator Loss: 0.9866... Generator Loss: 0.8334 Epoch 1/1... Discriminator Loss: 1.5493... Generator Loss: 0.3365 Epoch 1/1... Discriminator Loss: 1.5964... Generator Loss: 0.3165 Epoch 1/1... Discriminator Loss: 1.0260... Generator Loss: 0.7134 Epoch 1/1... Discriminator Loss: 1.2180... Generator Loss: 0.4694 Epoch 1/1... Discriminator Loss: 1.4095... Generator Loss: 0.3967 Epoch 1/1... Discriminator Loss: 1.5323... Generator Loss: 0.3715 Epoch 1/1... Discriminator Loss: 1.2669... Generator Loss: 0.5438
Epoch 1/1... Discriminator Loss: 1.0429... Generator Loss: 0.9933 Epoch 1/1... Discriminator Loss: 1.6596... Generator Loss: 0.2813 Epoch 1/1... Discriminator Loss: 1.7578... Generator Loss: 0.3248 Epoch 1/1... Discriminator Loss: 0.6319... Generator Loss: 1.2613 Epoch 1/1... Discriminator Loss: 1.4748... Generator Loss: 0.3636 Epoch 1/1... Discriminator Loss: 1.1613... Generator Loss: 0.6662 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 0.9498 Epoch 1/1... Discriminator Loss: 1.3838... Generator Loss: 0.4042 Epoch 1/1... Discriminator Loss: 1.6524... Generator Loss: 0.4064 Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.5580
Epoch 1/1... Discriminator Loss: 1.0480... Generator Loss: 0.7602 Epoch 1/1... Discriminator Loss: 1.2349... Generator Loss: 0.4636 Epoch 1/1... Discriminator Loss: 1.4089... Generator Loss: 0.4312 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.4814 Epoch 1/1... Discriminator Loss: 1.6601... Generator Loss: 0.2617 Epoch 1/1... Discriminator Loss: 1.1091... Generator Loss: 1.1608 Epoch 1/1... Discriminator Loss: 0.9237... Generator Loss: 0.7607 Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.5356 Epoch 1/1... Discriminator Loss: 1.3586... Generator Loss: 0.4919 Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.4804
Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.4101 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.7479 Epoch 1/1... Discriminator Loss: 1.3451... Generator Loss: 0.4349 Epoch 1/1... Discriminator Loss: 1.0799... Generator Loss: 0.6439 Epoch 1/1... Discriminator Loss: 1.2038... Generator Loss: 0.5167 Epoch 1/1... Discriminator Loss: 1.6949... Generator Loss: 0.2561 Epoch 1/1... Discriminator Loss: 1.0199... Generator Loss: 0.7583 Epoch 1/1... Discriminator Loss: 0.9004... Generator Loss: 0.9334 Epoch 1/1... Discriminator Loss: 1.0497... Generator Loss: 1.0245 Epoch 1/1... Discriminator Loss: 1.3551... Generator Loss: 0.4197
Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 0.5391 Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 0.5780 Epoch 1/1... Discriminator Loss: 1.4231... Generator Loss: 0.5033 Epoch 1/1... Discriminator Loss: 1.1732... Generator Loss: 0.9763 Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 0.5669 Epoch 1/1... Discriminator Loss: 1.0354... Generator Loss: 0.6925 Epoch 1/1... Discriminator Loss: 1.4554... Generator Loss: 0.3543 Epoch 1/1... Discriminator Loss: 1.3350... Generator Loss: 0.6933 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.5004 Epoch 1/1... Discriminator Loss: 1.1006... Generator Loss: 0.6394
Epoch 1/1... Discriminator Loss: 0.8944... Generator Loss: 1.1427 Epoch 1/1... Discriminator Loss: 1.2489... Generator Loss: 0.5926 Epoch 1/1... Discriminator Loss: 1.5191... Generator Loss: 0.3102 Epoch 1/1... Discriminator Loss: 1.2491... Generator Loss: 0.7421 Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.7662 Epoch 1/1... Discriminator Loss: 1.2648... Generator Loss: 0.4834 Epoch 1/1... Discriminator Loss: 0.9380... Generator Loss: 0.7976 Epoch 1/1... Discriminator Loss: 1.4378... Generator Loss: 0.3955 Epoch 1/1... Discriminator Loss: 1.5932... Generator Loss: 0.3548 Epoch 1/1... Discriminator Loss: 1.5057... Generator Loss: 0.4483
Epoch 1/1... Discriminator Loss: 1.2066... Generator Loss: 0.5191 Epoch 1/1... Discriminator Loss: 1.6967... Generator Loss: 0.2578 Epoch 1/1... Discriminator Loss: 1.3667... Generator Loss: 0.4358 Epoch 1/1... Discriminator Loss: 1.1447... Generator Loss: 0.5922 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 0.4415 Epoch 1/1... Discriminator Loss: 1.5804... Generator Loss: 0.3646 Epoch 1/1... Discriminator Loss: 1.6430... Generator Loss: 0.3006 Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 1.0263 Epoch 1/1... Discriminator Loss: 1.1172... Generator Loss: 0.6606 Epoch 1/1... Discriminator Loss: 1.0725... Generator Loss: 0.7984
Epoch 1/1... Discriminator Loss: 1.1735... Generator Loss: 0.7340 Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.6707 Epoch 1/1... Discriminator Loss: 1.4518... Generator Loss: 0.4479 Epoch 1/1... Discriminator Loss: 1.1961... Generator Loss: 0.6318 Epoch 1/1... Discriminator Loss: 1.3009... Generator Loss: 0.4959 Epoch 1/1... Discriminator Loss: 1.2052... Generator Loss: 0.5551 Epoch 1/1... Discriminator Loss: 1.4526... Generator Loss: 0.4229 Epoch 1/1... Discriminator Loss: 1.2128... Generator Loss: 0.9814 Epoch 1/1... Discriminator Loss: 1.1063... Generator Loss: 0.8831 Epoch 1/1... Discriminator Loss: 1.3358... Generator Loss: 0.4468
Epoch 1/1... Discriminator Loss: 1.1825... Generator Loss: 0.5563 Epoch 1/1... Discriminator Loss: 1.2086... Generator Loss: 0.5774 Epoch 1/1... Discriminator Loss: 1.2730... Generator Loss: 0.6190 Epoch 1/1... Discriminator Loss: 1.1517... Generator Loss: 0.6505 Epoch 1/1... Discriminator Loss: 1.5193... Generator Loss: 0.4144 Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.5685 Epoch 1/1... Discriminator Loss: 1.9037... Generator Loss: 0.2030 Epoch 1/1... Discriminator Loss: 1.3024... Generator Loss: 0.7625 Epoch 1/1... Discriminator Loss: 1.4734... Generator Loss: 0.3900 Epoch 1/1... Discriminator Loss: 1.3027... Generator Loss: 0.5545
Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.5124 Epoch 1/1... Discriminator Loss: 1.1635... Generator Loss: 0.6201 Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 0.8533 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 1.1241 Epoch 1/1... Discriminator Loss: 1.3458... Generator Loss: 0.3971 Epoch 1/1... Discriminator Loss: 1.6707... Generator Loss: 0.2878 Epoch 1/1... Discriminator Loss: 1.7813... Generator Loss: 0.2807 Epoch 1/1... Discriminator Loss: 1.1576... Generator Loss: 0.6464 Epoch 1/1... Discriminator Loss: 1.2978... Generator Loss: 0.4824 Epoch 1/1... Discriminator Loss: 1.0550... Generator Loss: 0.7591
Epoch 1/1... Discriminator Loss: 1.0187... Generator Loss: 0.6649 Epoch 1/1... Discriminator Loss: 1.0664... Generator Loss: 0.8243 Epoch 1/1... Discriminator Loss: 1.3368... Generator Loss: 0.5651 Epoch 1/1... Discriminator Loss: 1.1958... Generator Loss: 0.5225 Epoch 1/1... Discriminator Loss: 1.1183... Generator Loss: 0.5445 Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.8409 Epoch 1/1... Discriminator Loss: 1.2585... Generator Loss: 0.5588 Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 0.6878 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 0.7243 Epoch 1/1... Discriminator Loss: 1.0270... Generator Loss: 0.6730
Epoch 1/1... Discriminator Loss: 1.6568... Generator Loss: 0.2464 Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 0.7137 Epoch 1/1... Discriminator Loss: 0.9940... Generator Loss: 0.7623 Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 0.7663 Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 0.8064 Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 0.5488 Epoch 1/1... Discriminator Loss: 1.2684... Generator Loss: 0.4969 Epoch 1/1... Discriminator Loss: 1.5157... Generator Loss: 0.3770 Epoch 1/1... Discriminator Loss: 1.2668... Generator Loss: 0.5823 Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 0.5140
Epoch 1/1... Discriminator Loss: 0.8172... Generator Loss: 1.2344 Epoch 1/1... Discriminator Loss: 1.4185... Generator Loss: 0.5727 Epoch 1/1... Discriminator Loss: 1.5272... Generator Loss: 0.3717 Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 0.3453 Epoch 1/1... Discriminator Loss: 1.2641... Generator Loss: 0.5120 Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 0.6451 Epoch 1/1... Discriminator Loss: 1.5900... Generator Loss: 0.3988 Epoch 1/1... Discriminator Loss: 1.3096... Generator Loss: 0.5669 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.5153 Epoch 1/1... Discriminator Loss: 1.2720... Generator Loss: 0.5558
Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 0.5747 Epoch 1/1... Discriminator Loss: 1.3679... Generator Loss: 0.4515 Epoch 1/1... Discriminator Loss: 1.3996... Generator Loss: 0.5106 Epoch 1/1... Discriminator Loss: 1.5408... Generator Loss: 0.3283 Epoch 1/1... Discriminator Loss: 0.8782... Generator Loss: 0.8621 Epoch 1/1... Discriminator Loss: 1.4601... Generator Loss: 0.4081 Epoch 1/1... Discriminator Loss: 1.2107... Generator Loss: 0.5672 Epoch 1/1... Discriminator Loss: 1.0764... Generator Loss: 0.7874 Epoch 1/1... Discriminator Loss: 0.9913... Generator Loss: 0.7728 Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.7257
Epoch 1/1... Discriminator Loss: 1.1251... Generator Loss: 0.9351 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.8568 Epoch 1/1... Discriminator Loss: 0.9502... Generator Loss: 1.0398 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.5249 Epoch 1/1... Discriminator Loss: 1.2052... Generator Loss: 0.6215 Epoch 1/1... Discriminator Loss: 1.3199... Generator Loss: 0.6527 Epoch 1/1... Discriminator Loss: 1.2109... Generator Loss: 0.6703 Epoch 1/1... Discriminator Loss: 1.1976... Generator Loss: 0.5135 Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 0.5408 Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.7571
Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 0.7461 Epoch 1/1... Discriminator Loss: 1.2704... Generator Loss: 0.5305 Epoch 1/1... Discriminator Loss: 1.4441... Generator Loss: 0.5668 Epoch 1/1... Discriminator Loss: 1.4170... Generator Loss: 0.4214 Epoch 1/1... Discriminator Loss: 1.2827... Generator Loss: 0.5637 Epoch 1/1... Discriminator Loss: 1.2742... Generator Loss: 0.5139 Epoch 1/1... Discriminator Loss: 0.9272... Generator Loss: 0.9271 Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.0752... Generator Loss: 0.8188 Epoch 1/1... Discriminator Loss: 0.9575... Generator Loss: 0.8106
Epoch 1/1... Discriminator Loss: 1.2669... Generator Loss: 0.5406 Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 0.5690 Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 0.8364 Epoch 1/1... Discriminator Loss: 1.3685... Generator Loss: 0.3942 Epoch 1/1... Discriminator Loss: 1.0965... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.1459... Generator Loss: 0.5950 Epoch 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.5095 Epoch 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.4492 Epoch 1/1... Discriminator Loss: 1.1341... Generator Loss: 0.7519 Epoch 1/1... Discriminator Loss: 1.2995... Generator Loss: 0.5181
Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 0.9676 Epoch 1/1... Discriminator Loss: 1.3873... Generator Loss: 0.4107 Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 0.6980 Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.5504 Epoch 1/1... Discriminator Loss: 1.1868... Generator Loss: 0.5979 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 1.3251 Epoch 1/1... Discriminator Loss: 2.2236... Generator Loss: 0.1642 Epoch 1/1... Discriminator Loss: 1.4668... Generator Loss: 0.3481 Epoch 1/1... Discriminator Loss: 1.2746... Generator Loss: 0.4859 Epoch 1/1... Discriminator Loss: 1.2803... Generator Loss: 0.5227
Epoch 1/1... Discriminator Loss: 1.2421... Generator Loss: 0.5774 Epoch 1/1... Discriminator Loss: 0.9871... Generator Loss: 0.9444 Epoch 1/1... Discriminator Loss: 1.4644... Generator Loss: 0.4042 Epoch 1/1... Discriminator Loss: 1.0637... Generator Loss: 0.8027 Epoch 1/1... Discriminator Loss: 0.9665... Generator Loss: 0.7605 Epoch 1/1... Discriminator Loss: 1.2342... Generator Loss: 0.5171 Epoch 1/1... Discriminator Loss: 1.2757... Generator Loss: 0.6065 Epoch 1/1... Discriminator Loss: 1.0508... Generator Loss: 0.8206 Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.4722 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.5973
Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 0.8185 Epoch 1/1... Discriminator Loss: 1.2436... Generator Loss: 0.6621 Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 0.5548 Epoch 1/1... Discriminator Loss: 0.7961... Generator Loss: 0.9679 Epoch 1/1... Discriminator Loss: 1.4126... Generator Loss: 0.3627 Epoch 1/1... Discriminator Loss: 1.2181... Generator Loss: 0.5133 Epoch 1/1... Discriminator Loss: 1.4598... Generator Loss: 0.3690 Epoch 1/1... Discriminator Loss: 1.7118... Generator Loss: 0.2454 Epoch 1/1... Discriminator Loss: 1.2804... Generator Loss: 0.6349 Epoch 1/1... Discriminator Loss: 1.5021... Generator Loss: 0.7735
Epoch 1/1... Discriminator Loss: 1.3655... Generator Loss: 0.4327 Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.7310 Epoch 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.5819 Epoch 1/1... Discriminator Loss: 1.1125... Generator Loss: 0.7371 Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.5959 Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.4066 Epoch 1/1... Discriminator Loss: 1.3497... Generator Loss: 0.5474 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 1.0975 Epoch 1/1... Discriminator Loss: 1.3134... Generator Loss: 0.5108 Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.7218
Epoch 1/1... Discriminator Loss: 1.4683... Generator Loss: 0.5590 Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 0.6441 Epoch 1/1... Discriminator Loss: 1.2819... Generator Loss: 0.7576 Epoch 1/1... Discriminator Loss: 1.4146... Generator Loss: 0.4392 Epoch 1/1... Discriminator Loss: 1.1179... Generator Loss: 0.5873 Epoch 1/1... Discriminator Loss: 1.4569... Generator Loss: 0.5350 Epoch 1/1... Discriminator Loss: 1.2927... Generator Loss: 0.4927 Epoch 1/1... Discriminator Loss: 1.3328... Generator Loss: 0.6266 Epoch 1/1... Discriminator Loss: 1.1032... Generator Loss: 0.6402 Epoch 1/1... Discriminator Loss: 1.5162... Generator Loss: 0.3437
Epoch 1/1... Discriminator Loss: 1.1393... Generator Loss: 0.7310 Epoch 1/1... Discriminator Loss: 1.2212... Generator Loss: 0.5238 Epoch 1/1... Discriminator Loss: 1.3602... Generator Loss: 0.4793 Epoch 1/1... Discriminator Loss: 1.0026... Generator Loss: 0.8448 Epoch 1/1... Discriminator Loss: 1.1018... Generator Loss: 0.6771 Epoch 1/1... Discriminator Loss: 1.1339... Generator Loss: 0.7827 Epoch 1/1... Discriminator Loss: 1.2986... Generator Loss: 0.4339 Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.6283 Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 0.7011 Epoch 1/1... Discriminator Loss: 1.0537... Generator Loss: 0.6884
Epoch 1/1... Discriminator Loss: 1.3876... Generator Loss: 0.4074 Epoch 1/1... Discriminator Loss: 1.5732... Generator Loss: 0.4187 Epoch 1/1... Discriminator Loss: 0.9396... Generator Loss: 0.8019 Epoch 1/1... Discriminator Loss: 1.3355... Generator Loss: 0.5637 Epoch 1/1... Discriminator Loss: 1.0005... Generator Loss: 0.9351 Epoch 1/1... Discriminator Loss: 1.6782... Generator Loss: 0.2862 Epoch 1/1... Discriminator Loss: 1.8348... Generator Loss: 0.2430 Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.9190 Epoch 1/1... Discriminator Loss: 1.3394... Generator Loss: 0.4542 Epoch 1/1... Discriminator Loss: 1.2874... Generator Loss: 0.5590
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 0.6631 Epoch 1/1... Discriminator Loss: 0.9575... Generator Loss: 0.7856 Epoch 1/1... Discriminator Loss: 1.2450... Generator Loss: 0.6638 Epoch 1/1... Discriminator Loss: 0.9794... Generator Loss: 0.6643 Epoch 1/1... Discriminator Loss: 1.5578... Generator Loss: 0.3865 Epoch 1/1... Discriminator Loss: 1.1397... Generator Loss: 0.6394 Epoch 1/1... Discriminator Loss: 1.1363... Generator Loss: 0.6627 Epoch 1/1... Discriminator Loss: 1.1005... Generator Loss: 0.5800 Epoch 1/1... Discriminator Loss: 1.0840... Generator Loss: 0.5794 Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.3993
Epoch 1/1... Discriminator Loss: 1.3644... Generator Loss: 0.6315 Epoch 1/1... Discriminator Loss: 1.0520... Generator Loss: 0.6432 Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 0.9476 Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.6030 Epoch 1/1... Discriminator Loss: 1.3285... Generator Loss: 0.4153 Epoch 1/1... Discriminator Loss: 1.1521... Generator Loss: 0.5935 Epoch 1/1... Discriminator Loss: 1.3048... Generator Loss: 0.6304 Epoch 1/1... Discriminator Loss: 1.3392... Generator Loss: 0.4695 Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.4586 Epoch 1/1... Discriminator Loss: 1.0760... Generator Loss: 0.8137
Epoch 1/1... Discriminator Loss: 1.3921... Generator Loss: 0.4181 Epoch 1/1... Discriminator Loss: 1.2394... Generator Loss: 0.5831 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.8443 Epoch 1/1... Discriminator Loss: 1.4581... Generator Loss: 0.7616 Epoch 1/1... Discriminator Loss: 1.1037... Generator Loss: 0.7989 Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.7778 Epoch 1/1... Discriminator Loss: 1.5112... Generator Loss: 0.3843 Epoch 1/1... Discriminator Loss: 1.2903... Generator Loss: 0.4648 Epoch 1/1... Discriminator Loss: 1.1606... Generator Loss: 0.6061 Epoch 1/1... Discriminator Loss: 1.5490... Generator Loss: 0.4974
Epoch 1/1... Discriminator Loss: 0.9804... Generator Loss: 0.7013 Epoch 1/1... Discriminator Loss: 1.5722... Generator Loss: 0.3472 Epoch 1/1... Discriminator Loss: 1.5495... Generator Loss: 0.3324 Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.4356 Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.4644 Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.5488 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.8477 Epoch 1/1... Discriminator Loss: 1.2111... Generator Loss: 0.5373 Epoch 1/1... Discriminator Loss: 1.1948... Generator Loss: 0.8235 Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.4493
Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 0.5038 Epoch 1/1... Discriminator Loss: 1.4717... Generator Loss: 0.4723 Epoch 1/1... Discriminator Loss: 1.5352... Generator Loss: 0.8003 Epoch 1/1... Discriminator Loss: 1.1327... Generator Loss: 0.8310 Epoch 1/1... Discriminator Loss: 1.1919... Generator Loss: 0.5345 Epoch 1/1... Discriminator Loss: 1.2135... Generator Loss: 0.5674 Epoch 1/1... Discriminator Loss: 1.0225... Generator Loss: 0.6569 Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 0.4221 Epoch 1/1... Discriminator Loss: 1.4386... Generator Loss: 0.3878 Epoch 1/1... Discriminator Loss: 1.3251... Generator Loss: 0.5439
Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 1.0090 Epoch 1/1... Discriminator Loss: 1.3622... Generator Loss: 0.5768 Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 0.5824 Epoch 1/1... Discriminator Loss: 1.1476... Generator Loss: 0.6127 Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.5940 Epoch 1/1... Discriminator Loss: 1.1169... Generator Loss: 0.6791 Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 0.6245 Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.5432 Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.5172 Epoch 1/1... Discriminator Loss: 1.0399... Generator Loss: 0.6760
Epoch 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.5016 Epoch 1/1... Discriminator Loss: 1.1891... Generator Loss: 0.7315 Epoch 1/1... Discriminator Loss: 1.2260... Generator Loss: 0.5406 Epoch 1/1... Discriminator Loss: 1.1101... Generator Loss: 0.6941 Epoch 1/1... Discriminator Loss: 1.0099... Generator Loss: 0.6678 Epoch 1/1... Discriminator Loss: 1.2357... Generator Loss: 0.5322 Epoch 1/1... Discriminator Loss: 1.2802... Generator Loss: 0.5282 Epoch 1/1... Discriminator Loss: 1.8820... Generator Loss: 0.8216 Epoch 1/1... Discriminator Loss: 1.5333... Generator Loss: 0.3728 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 0.6026
Epoch 1/1... Discriminator Loss: 1.2395... Generator Loss: 0.6387 Epoch 1/1... Discriminator Loss: 1.0865... Generator Loss: 0.5876 Epoch 1/1... Discriminator Loss: 1.3927... Generator Loss: 0.5302 Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.5429 Epoch 1/1... Discriminator Loss: 1.5220... Generator Loss: 0.4027 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.7505 Epoch 1/1... Discriminator Loss: 1.0702... Generator Loss: 0.6035 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.0309 Epoch 1/1... Discriminator Loss: 1.6438... Generator Loss: 0.3154 Epoch 1/1... Discriminator Loss: 1.1331... Generator Loss: 0.5258
Epoch 1/1... Discriminator Loss: 0.9956... Generator Loss: 0.8723 Epoch 1/1... Discriminator Loss: 1.5962... Generator Loss: 0.3293 Epoch 1/1... Discriminator Loss: 1.4065... Generator Loss: 0.5216 Epoch 1/1... Discriminator Loss: 1.0742... Generator Loss: 0.7334 Epoch 1/1... Discriminator Loss: 1.3887... Generator Loss: 0.4218 Epoch 1/1... Discriminator Loss: 1.3917... Generator Loss: 0.5067 Epoch 1/1... Discriminator Loss: 1.2915... Generator Loss: 0.5498 Epoch 1/1... Discriminator Loss: 0.9245... Generator Loss: 0.8629 Epoch 1/1... Discriminator Loss: 1.5366... Generator Loss: 0.3860 Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 0.4928
Epoch 1/1... Discriminator Loss: 1.2695... Generator Loss: 0.5770 Epoch 1/1... Discriminator Loss: 1.2868... Generator Loss: 0.5607 Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 0.4806 Epoch 1/1... Discriminator Loss: 1.2918... Generator Loss: 0.5533 Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.8260 Epoch 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.6649 Epoch 1/1... Discriminator Loss: 1.3241... Generator Loss: 0.3948 Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.6387 Epoch 1/1... Discriminator Loss: 1.5859... Generator Loss: 0.3279 Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 0.5058
Epoch 1/1... Discriminator Loss: 1.1899... Generator Loss: 0.6793 Epoch 1/1... Discriminator Loss: 1.4725... Generator Loss: 0.4426 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.4833 Epoch 1/1... Discriminator Loss: 1.1521... Generator Loss: 0.8357 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.6823 Epoch 1/1... Discriminator Loss: 1.4320... Generator Loss: 0.4583 Epoch 1/1... Discriminator Loss: 1.0168... Generator Loss: 0.8289 Epoch 1/1... Discriminator Loss: 1.2590... Generator Loss: 0.5277 Epoch 1/1... Discriminator Loss: 1.1009... Generator Loss: 0.7023 Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.4061
Epoch 1/1... Discriminator Loss: 1.0957... Generator Loss: 0.7322 Epoch 1/1... Discriminator Loss: 0.7526... Generator Loss: 0.9809 Epoch 1/1... Discriminator Loss: 1.3909... Generator Loss: 0.5413 Epoch 1/1... Discriminator Loss: 1.8615... Generator Loss: 0.2620 Epoch 1/1... Discriminator Loss: 1.1760... Generator Loss: 0.6400 Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 0.8938 Epoch 1/1... Discriminator Loss: 1.6689... Generator Loss: 0.2900 Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 0.8171 Epoch 1/1... Discriminator Loss: 1.5210... Generator Loss: 0.4433 Epoch 1/1... Discriminator Loss: 1.2903... Generator Loss: 0.5344
Epoch 1/1... Discriminator Loss: 1.2629... Generator Loss: 0.6046 Epoch 1/1... Discriminator Loss: 1.3627... Generator Loss: 0.5588 Epoch 1/1... Discriminator Loss: 1.3527... Generator Loss: 0.4535 Epoch 1/1... Discriminator Loss: 1.6768... Generator Loss: 0.3073 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.4980 Epoch 1/1... Discriminator Loss: 1.3759... Generator Loss: 0.6711 Epoch 1/1... Discriminator Loss: 1.1291... Generator Loss: 0.6026 Epoch 1/1... Discriminator Loss: 1.1109... Generator Loss: 0.5465 Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.5876 Epoch 1/1... Discriminator Loss: 1.3597... Generator Loss: 0.5870
Epoch 1/1... Discriminator Loss: 1.3603... Generator Loss: 0.7898 Epoch 1/1... Discriminator Loss: 1.1082... Generator Loss: 0.8746 Epoch 1/1... Discriminator Loss: 1.2986... Generator Loss: 0.7521 Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 0.8119 Epoch 1/1... Discriminator Loss: 1.2934... Generator Loss: 0.6756 Epoch 1/1... Discriminator Loss: 1.2779... Generator Loss: 0.5824 Epoch 1/1... Discriminator Loss: 1.0772... Generator Loss: 0.8402 Epoch 1/1... Discriminator Loss: 0.8536... Generator Loss: 0.8094 Epoch 1/1... Discriminator Loss: 1.0854... Generator Loss: 0.6624 Epoch 1/1... Discriminator Loss: 1.1102... Generator Loss: 0.6832
Epoch 1/1... Discriminator Loss: 1.1663... Generator Loss: 0.6189 Epoch 1/1... Discriminator Loss: 1.2996... Generator Loss: 0.6105 Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 0.7397 Epoch 1/1... Discriminator Loss: 1.2408... Generator Loss: 0.5364 Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 0.7703 Epoch 1/1... Discriminator Loss: 1.3867... Generator Loss: 0.5263 Epoch 1/1... Discriminator Loss: 1.5116... Generator Loss: 0.3859 Epoch 1/1... Discriminator Loss: 1.1142... Generator Loss: 0.6445 Epoch 1/1... Discriminator Loss: 1.3145... Generator Loss: 0.8246 Epoch 1/1... Discriminator Loss: 1.2778... Generator Loss: 0.5463
Epoch 1/1... Discriminator Loss: 1.1897... Generator Loss: 0.7614 Epoch 1/1... Discriminator Loss: 1.2876... Generator Loss: 0.5796 Epoch 1/1... Discriminator Loss: 1.6826... Generator Loss: 0.4174 Epoch 1/1... Discriminator Loss: 1.3420... Generator Loss: 0.4851 Epoch 1/1... Discriminator Loss: 1.2009... Generator Loss: 0.7314 Epoch 1/1... Discriminator Loss: 1.1195... Generator Loss: 0.6884 Epoch 1/1... Discriminator Loss: 1.2579... Generator Loss: 0.5167 Epoch 1/1... Discriminator Loss: 1.5216... Generator Loss: 0.5577 Epoch 1/1... Discriminator Loss: 1.2458... Generator Loss: 0.4773 Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 0.5367
Epoch 1/1... Discriminator Loss: 0.9392... Generator Loss: 0.9821 Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.5880 Epoch 1/1... Discriminator Loss: 0.9521... Generator Loss: 0.7938 Epoch 1/1... Discriminator Loss: 1.1277... Generator Loss: 0.5138 Epoch 1/1... Discriminator Loss: 1.2351... Generator Loss: 0.5918 Epoch 1/1... Discriminator Loss: 1.3486... Generator Loss: 0.5277 Epoch 1/1... Discriminator Loss: 1.5060... Generator Loss: 0.3439 Epoch 1/1... Discriminator Loss: 0.8239... Generator Loss: 0.9780 Epoch 1/1... Discriminator Loss: 1.4512... Generator Loss: 0.3511 Epoch 1/1... Discriminator Loss: 1.2320... Generator Loss: 0.4983
Epoch 1/1... Discriminator Loss: 1.1222... Generator Loss: 0.6047 Epoch 1/1... Discriminator Loss: 1.4420... Generator Loss: 0.4046 Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.5805 Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.6122 Epoch 1/1... Discriminator Loss: 1.8702... Generator Loss: 0.2612 Epoch 1/1... Discriminator Loss: 1.1279... Generator Loss: 0.7155 Epoch 1/1... Discriminator Loss: 1.4754... Generator Loss: 0.4623 Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 0.8707 Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 1.2362... Generator Loss: 0.6484
Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 1.1890 Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.4242 Epoch 1/1... Discriminator Loss: 1.1781... Generator Loss: 0.7811 Epoch 1/1... Discriminator Loss: 0.8886... Generator Loss: 1.1124 Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.5488 Epoch 1/1... Discriminator Loss: 1.5388... Generator Loss: 0.4340 Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 0.5489 Epoch 1/1... Discriminator Loss: 1.0650... Generator Loss: 0.5968 Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.7216 Epoch 1/1... Discriminator Loss: 1.3799... Generator Loss: 0.3954
Epoch 1/1... Discriminator Loss: 1.3402... Generator Loss: 0.6216 Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.7840 Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 0.5469 Epoch 1/1... Discriminator Loss: 1.3136... Generator Loss: 0.5009 Epoch 1/1... Discriminator Loss: 1.3550... Generator Loss: 0.4245 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 0.6835 Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.6978 Epoch 1/1... Discriminator Loss: 1.2773... Generator Loss: 0.4840 Epoch 1/1... Discriminator Loss: 1.9408... Generator Loss: 0.2185 Epoch 1/1... Discriminator Loss: 1.0083... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.2795... Generator Loss: 0.4781 Epoch 1/1... Discriminator Loss: 1.3712... Generator Loss: 0.4355 Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.5750 Epoch 1/1... Discriminator Loss: 1.4129... Generator Loss: 0.4764 Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.5247 Epoch 1/1... Discriminator Loss: 1.2063... Generator Loss: 0.5373 Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 0.5238 Epoch 1/1... Discriminator Loss: 1.3029... Generator Loss: 0.5582 Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 1.1916 Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.5699
Epoch 1/1... Discriminator Loss: 1.2584... Generator Loss: 0.5303 Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.6001 Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 0.9484 Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.5837 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.7737 Epoch 1/1... Discriminator Loss: 1.2752... Generator Loss: 0.5488 Epoch 1/1... Discriminator Loss: 0.9031... Generator Loss: 0.7777 Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.3325 Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.9222 Epoch 1/1... Discriminator Loss: 1.0740... Generator Loss: 0.8465
Epoch 1/1... Discriminator Loss: 1.4824... Generator Loss: 0.5730 Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.5160 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 0.7947 Epoch 1/1... Discriminator Loss: 0.9190... Generator Loss: 0.8587 Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 0.4808 Epoch 1/1... Discriminator Loss: 0.8170... Generator Loss: 0.8276 Epoch 1/1... Discriminator Loss: 1.2458... Generator Loss: 0.5833 Epoch 1/1... Discriminator Loss: 1.5850... Generator Loss: 0.4193 Epoch 1/1... Discriminator Loss: 1.0892... Generator Loss: 0.6697 Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.4794
Epoch 1/1... Discriminator Loss: 1.0271... Generator Loss: 0.7604 Epoch 1/1... Discriminator Loss: 1.5271... Generator Loss: 0.4044 Epoch 1/1... Discriminator Loss: 1.4079... Generator Loss: 0.4151 Epoch 1/1... Discriminator Loss: 1.1978... Generator Loss: 0.5511 Epoch 1/1... Discriminator Loss: 1.1459... Generator Loss: 0.7054 Epoch 1/1... Discriminator Loss: 0.9429... Generator Loss: 0.7324 Epoch 1/1... Discriminator Loss: 1.6293... Generator Loss: 0.3312 Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 0.6807 Epoch 1/1... Discriminator Loss: 1.0187... Generator Loss: 0.7040 Epoch 1/1... Discriminator Loss: 1.1270... Generator Loss: 0.6294
Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 0.5871 Epoch 1/1... Discriminator Loss: 1.4303... Generator Loss: 0.4198 Epoch 1/1... Discriminator Loss: 1.2541... Generator Loss: 0.4933 Epoch 1/1... Discriminator Loss: 1.0766... Generator Loss: 0.6022 Epoch 1/1... Discriminator Loss: 1.2423... Generator Loss: 1.0439 Epoch 1/1... Discriminator Loss: 1.0629... Generator Loss: 0.7969 Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 0.5878 Epoch 1/1... Discriminator Loss: 0.7786... Generator Loss: 0.9939 Epoch 1/1... Discriminator Loss: 1.0670... Generator Loss: 0.6954 Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.5415
Epoch 1/1... Discriminator Loss: 1.5412... Generator Loss: 0.3217 Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.7265 Epoch 1/1... Discriminator Loss: 1.7413... Generator Loss: 0.2373 Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 0.4437 Epoch 1/1... Discriminator Loss: 1.3310... Generator Loss: 0.4536 Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 0.5890 Epoch 1/1... Discriminator Loss: 0.8973... Generator Loss: 1.0296 Epoch 1/1... Discriminator Loss: 1.6266... Generator Loss: 0.2958 Epoch 1/1... Discriminator Loss: 1.2210... Generator Loss: 0.5204 Epoch 1/1... Discriminator Loss: 1.6933... Generator Loss: 0.3147
Epoch 1/1... Discriminator Loss: 1.5870... Generator Loss: 0.9899 Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.4325 Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.4344 Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.3791 Epoch 1/1... Discriminator Loss: 1.1312... Generator Loss: 0.6133 Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 0.4292 Epoch 1/1... Discriminator Loss: 1.4005... Generator Loss: 0.3670 Epoch 1/1... Discriminator Loss: 1.2286... Generator Loss: 0.6336 Epoch 1/1... Discriminator Loss: 0.8299... Generator Loss: 1.1765 Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.7567
Epoch 1/1... Discriminator Loss: 1.5597... Generator Loss: 0.4127 Epoch 1/1... Discriminator Loss: 0.8936... Generator Loss: 0.7824 Epoch 1/1... Discriminator Loss: 1.4880... Generator Loss: 0.3571 Epoch 1/1... Discriminator Loss: 1.3062... Generator Loss: 0.4564 Epoch 1/1... Discriminator Loss: 1.1582... Generator Loss: 0.4722 Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 0.9846 Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 0.8260 Epoch 1/1... Discriminator Loss: 1.0957... Generator Loss: 0.8692 Epoch 1/1... Discriminator Loss: 1.5990... Generator Loss: 0.4743 Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 0.4808
Epoch 1/1... Discriminator Loss: 1.1044... Generator Loss: 0.7719 Epoch 1/1... Discriminator Loss: 1.3151... Generator Loss: 0.6970 Epoch 1/1... Discriminator Loss: 0.8804... Generator Loss: 0.7950 Epoch 1/1... Discriminator Loss: 0.7675... Generator Loss: 0.8966 Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.4984 Epoch 1/1... Discriminator Loss: 1.0484... Generator Loss: 0.5957 Epoch 1/1... Discriminator Loss: 1.4334... Generator Loss: 0.5170 Epoch 1/1... Discriminator Loss: 1.4034... Generator Loss: 0.4392 Epoch 1/1... Discriminator Loss: 1.2052... Generator Loss: 0.4552 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.5274
Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 0.8604 Epoch 1/1... Discriminator Loss: 1.1247... Generator Loss: 0.8862 Epoch 1/1... Discriminator Loss: 1.4365... Generator Loss: 0.4136 Epoch 1/1... Discriminator Loss: 1.6382... Generator Loss: 0.2728 Epoch 1/1... Discriminator Loss: 0.7243... Generator Loss: 1.1573 Epoch 1/1... Discriminator Loss: 0.8414... Generator Loss: 0.8478 Epoch 1/1... Discriminator Loss: 1.1471... Generator Loss: 0.5225 Epoch 1/1... Discriminator Loss: 0.7849... Generator Loss: 0.8731 Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 0.4335 Epoch 1/1... Discriminator Loss: 1.2586... Generator Loss: 0.7349
Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.6350 Epoch 1/1... Discriminator Loss: 0.9306... Generator Loss: 0.7928 Epoch 1/1... Discriminator Loss: 0.6670... Generator Loss: 1.5517 Epoch 1/1... Discriminator Loss: 1.2145... Generator Loss: 0.6569 Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 0.8204 Epoch 1/1... Discriminator Loss: 1.6162... Generator Loss: 0.2822 Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 0.5586 Epoch 1/1... Discriminator Loss: 1.2503... Generator Loss: 0.4714 Epoch 1/1... Discriminator Loss: 0.5071... Generator Loss: 1.2881 Epoch 1/1... Discriminator Loss: 1.2267... Generator Loss: 0.5613
Epoch 1/1... Discriminator Loss: 0.8892... Generator Loss: 1.0072 Epoch 1/1... Discriminator Loss: 1.3000... Generator Loss: 0.3790 Epoch 1/1... Discriminator Loss: 1.4950... Generator Loss: 0.3479 Epoch 1/1... Discriminator Loss: 1.4327... Generator Loss: 0.5840 Epoch 1/1... Discriminator Loss: 1.1210... Generator Loss: 0.4932 Epoch 1/1... Discriminator Loss: 2.1267... Generator Loss: 0.1705 Epoch 1/1... Discriminator Loss: 0.8794... Generator Loss: 0.7696 Epoch 1/1... Discriminator Loss: 1.1499... Generator Loss: 1.0837 Epoch 1/1... Discriminator Loss: 1.9018... Generator Loss: 0.1996 Epoch 1/1... Discriminator Loss: 1.0327... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 0.6177 Epoch 1/1... Discriminator Loss: 1.3597... Generator Loss: 0.4071 Epoch 1/1... Discriminator Loss: 1.3070... Generator Loss: 0.4559 Epoch 1/1... Discriminator Loss: 1.6054... Generator Loss: 0.3529 Epoch 1/1... Discriminator Loss: 0.8754... Generator Loss: 1.7323 Epoch 1/1... Discriminator Loss: 1.2744... Generator Loss: 0.8009 Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.5958 Epoch 1/1... Discriminator Loss: 1.5782... Generator Loss: 0.2743 Epoch 1/1... Discriminator Loss: 1.1364... Generator Loss: 0.5799 Epoch 1/1... Discriminator Loss: 0.9762... Generator Loss: 0.6442
Epoch 1/1... Discriminator Loss: 1.4897... Generator Loss: 0.6498 Epoch 1/1... Discriminator Loss: 1.0880... Generator Loss: 0.7962 Epoch 1/1... Discriminator Loss: 1.0055... Generator Loss: 0.7128 Epoch 1/1... Discriminator Loss: 0.9787... Generator Loss: 0.6795 Epoch 1/1... Discriminator Loss: 1.6095... Generator Loss: 0.3340 Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.6069 Epoch 1/1... Discriminator Loss: 1.0992... Generator Loss: 0.5872 Epoch 1/1... Discriminator Loss: 1.0786... Generator Loss: 0.5993 Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.4512 Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 0.7068
Epoch 1/1... Discriminator Loss: 1.0437... Generator Loss: 0.6225 Epoch 1/1... Discriminator Loss: 1.3106... Generator Loss: 0.3770 Epoch 1/1... Discriminator Loss: 1.8132... Generator Loss: 0.2433 Epoch 1/1... Discriminator Loss: 1.2718... Generator Loss: 0.5036 Epoch 1/1... Discriminator Loss: 1.1643... Generator Loss: 0.5200 Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 0.4323 Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 1.3300 Epoch 1/1... Discriminator Loss: 0.9494... Generator Loss: 0.6864 Epoch 1/1... Discriminator Loss: 0.9560... Generator Loss: 0.7513 Epoch 1/1... Discriminator Loss: 1.2004... Generator Loss: 0.5910
Epoch 1/1... Discriminator Loss: 0.8472... Generator Loss: 0.6684 Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 0.7232 Epoch 1/1... Discriminator Loss: 1.4892... Generator Loss: 0.3289 Epoch 1/1... Discriminator Loss: 1.1319... Generator Loss: 0.6432 Epoch 1/1... Discriminator Loss: 0.6757... Generator Loss: 1.5286 Epoch 1/1... Discriminator Loss: 1.6305... Generator Loss: 0.4115 Epoch 1/1... Discriminator Loss: 1.2011... Generator Loss: 0.7741 Epoch 1/1... Discriminator Loss: 0.7929... Generator Loss: 1.3887 Epoch 1/1... Discriminator Loss: 0.8497... Generator Loss: 0.9587 Epoch 1/1... Discriminator Loss: 1.7526... Generator Loss: 0.2583
Epoch 1/1... Discriminator Loss: 1.0368... Generator Loss: 0.5860 Epoch 1/1... Discriminator Loss: 1.5793... Generator Loss: 0.2945 Epoch 1/1... Discriminator Loss: 1.5207... Generator Loss: 1.2640 Epoch 1/1... Discriminator Loss: 1.6957... Generator Loss: 0.2596 Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 0.5609 Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.4625 Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.2490 Epoch 1/1... Discriminator Loss: 1.7738... Generator Loss: 0.2450 Epoch 1/1... Discriminator Loss: 1.7090... Generator Loss: 0.3751 Epoch 1/1... Discriminator Loss: 2.2781... Generator Loss: 0.1232
Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.4494 Epoch 1/1... Discriminator Loss: 0.5725... Generator Loss: 1.8628 Epoch 1/1... Discriminator Loss: 0.7162... Generator Loss: 1.8387 Epoch 1/1... Discriminator Loss: 1.2278... Generator Loss: 0.4600 Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 0.5727 Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 0.5311 Epoch 1/1... Discriminator Loss: 0.9722... Generator Loss: 1.0087 Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.3745 Epoch 1/1... Discriminator Loss: 0.9193... Generator Loss: 1.0188 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.6437
Epoch 1/1... Discriminator Loss: 1.1417... Generator Loss: 0.6121 Epoch 1/1... Discriminator Loss: 0.7719... Generator Loss: 0.9496 Epoch 1/1... Discriminator Loss: 0.6264... Generator Loss: 1.4148 Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 0.7210 Epoch 1/1... Discriminator Loss: 0.6387... Generator Loss: 1.0136 Epoch 1/1... Discriminator Loss: 0.9925... Generator Loss: 0.8956 Epoch 1/1... Discriminator Loss: 1.2064... Generator Loss: 0.5074 Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 1.1121 Epoch 1/1... Discriminator Loss: 1.1780... Generator Loss: 1.3072 Epoch 1/1... Discriminator Loss: 0.5685... Generator Loss: 1.1559
Epoch 1/1... Discriminator Loss: 0.6032... Generator Loss: 1.0180 Epoch 1/1... Discriminator Loss: 2.1380... Generator Loss: 2.1152 Epoch 1/1... Discriminator Loss: 1.1007... Generator Loss: 0.5563 Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 0.3555 Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 1.7521 Epoch 1/1... Discriminator Loss: 0.9749... Generator Loss: 1.2439 Epoch 1/1... Discriminator Loss: 0.7192... Generator Loss: 0.8747 Epoch 1/1... Discriminator Loss: 1.2273... Generator Loss: 0.4883 Epoch 1/1... Discriminator Loss: 0.9067... Generator Loss: 0.7544 Epoch 1/1... Discriminator Loss: 1.0481... Generator Loss: 0.5932
Epoch 1/1... Discriminator Loss: 0.6949... Generator Loss: 0.9846 Epoch 1/1... Discriminator Loss: 1.1190... Generator Loss: 0.5632 Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 0.5242 Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.4882 Epoch 1/1... Discriminator Loss: 0.5146... Generator Loss: 2.0162 Epoch 1/1... Discriminator Loss: 1.4916... Generator Loss: 0.3658 Epoch 1/1... Discriminator Loss: 0.6154... Generator Loss: 1.6468 Epoch 1/1... Discriminator Loss: 1.7388... Generator Loss: 0.2501 Epoch 1/1... Discriminator Loss: 0.4943... Generator Loss: 1.9921 Epoch 1/1... Discriminator Loss: 0.6698... Generator Loss: 1.5307
Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 1.2037 Epoch 1/1... Discriminator Loss: 1.0179... Generator Loss: 0.7639 Epoch 1/1... Discriminator Loss: 1.1332... Generator Loss: 0.9195 Epoch 1/1... Discriminator Loss: 0.6587... Generator Loss: 0.9489 Epoch 1/1... Discriminator Loss: 0.8677... Generator Loss: 1.5963 Epoch 1/1... Discriminator Loss: 0.8592... Generator Loss: 0.6927 Epoch 1/1... Discriminator Loss: 0.7916... Generator Loss: 0.8494 Epoch 1/1... Discriminator Loss: 0.7922... Generator Loss: 0.8207 Epoch 1/1... Discriminator Loss: 1.8913... Generator Loss: 0.2508 Epoch 1/1... Discriminator Loss: 0.8977... Generator Loss: 0.7322
Epoch 1/1... Discriminator Loss: 1.0986... Generator Loss: 0.5874 Epoch 1/1... Discriminator Loss: 1.2655... Generator Loss: 0.4620 Epoch 1/1... Discriminator Loss: 0.7151... Generator Loss: 0.9176 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 1.1580 Epoch 1/1... Discriminator Loss: 0.7476... Generator Loss: 1.0199 Epoch 1/1... Discriminator Loss: 1.4544... Generator Loss: 0.3591 Epoch 1/1... Discriminator Loss: 0.9526... Generator Loss: 0.6257 Epoch 1/1... Discriminator Loss: 0.6156... Generator Loss: 2.6227 Epoch 1/1... Discriminator Loss: 0.4570... Generator Loss: 1.8460 Epoch 1/1... Discriminator Loss: 0.8372... Generator Loss: 1.5342
Epoch 1/1... Discriminator Loss: 1.2105... Generator Loss: 0.5784 Epoch 1/1... Discriminator Loss: 0.2261... Generator Loss: 2.5987 Epoch 1/1... Discriminator Loss: 1.4317... Generator Loss: 0.5097 Epoch 1/1... Discriminator Loss: 1.5033... Generator Loss: 0.3549 Epoch 1/1... Discriminator Loss: 1.0767... Generator Loss: 0.6780 Epoch 1/1... Discriminator Loss: 0.9838... Generator Loss: 0.9270 Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 0.4689 Epoch 1/1... Discriminator Loss: 0.8963... Generator Loss: 0.7626 Epoch 1/1... Discriminator Loss: 0.7613... Generator Loss: 0.8997 Epoch 1/1... Discriminator Loss: 0.3222... Generator Loss: 1.7327
Epoch 1/1... Discriminator Loss: 0.7965... Generator Loss: 1.7350 Epoch 1/1... Discriminator Loss: 0.4275... Generator Loss: 2.5248 Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.4809 Epoch 1/1... Discriminator Loss: 0.8862... Generator Loss: 0.7567 Epoch 1/1... Discriminator Loss: 1.1611... Generator Loss: 1.3235 Epoch 1/1... Discriminator Loss: 0.8779... Generator Loss: 0.7269 Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 1.2572 Epoch 1/1... Discriminator Loss: 0.7328... Generator Loss: 1.3857 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 1.4300 Epoch 1/1... Discriminator Loss: 0.4887... Generator Loss: 2.1993
Epoch 1/1... Discriminator Loss: 0.7511... Generator Loss: 0.8349 Epoch 1/1... Discriminator Loss: 1.0473... Generator Loss: 0.6933 Epoch 1/1... Discriminator Loss: 2.1818... Generator Loss: 0.1498 Epoch 1/1... Discriminator Loss: 0.8503... Generator Loss: 0.8447 Epoch 1/1... Discriminator Loss: 1.2291... Generator Loss: 1.1634 Epoch 1/1... Discriminator Loss: 1.0402... Generator Loss: 0.5745 Epoch 1/1... Discriminator Loss: 1.0417... Generator Loss: 0.6751 Epoch 1/1... Discriminator Loss: 1.8260... Generator Loss: 2.3842 Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 0.5113 Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 0.8726
Epoch 1/1... Discriminator Loss: 1.3750... Generator Loss: 0.3589 Epoch 1/1... Discriminator Loss: 0.6169... Generator Loss: 0.9968 Epoch 1/1... Discriminator Loss: 0.5143... Generator Loss: 1.3296 Epoch 1/1... Discriminator Loss: 1.5050... Generator Loss: 0.4913 Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.9213... Generator Loss: 0.2272 Epoch 1/1... Discriminator Loss: 1.0390... Generator Loss: 0.9619 Epoch 1/1... Discriminator Loss: 1.1265... Generator Loss: 0.6591 Epoch 1/1... Discriminator Loss: 1.8858... Generator Loss: 0.3603 Epoch 1/1... Discriminator Loss: 1.3982... Generator Loss: 0.5317
Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.4886 Epoch 1/1... Discriminator Loss: 1.1285... Generator Loss: 0.6773 Epoch 1/1... Discriminator Loss: 1.0084... Generator Loss: 0.8069 Epoch 1/1... Discriminator Loss: 1.2323... Generator Loss: 0.5275 Epoch 1/1... Discriminator Loss: 1.1881... Generator Loss: 0.6669 Epoch 1/1... Discriminator Loss: 1.0655... Generator Loss: 0.7439 Epoch 1/1... Discriminator Loss: 0.8281... Generator Loss: 1.0162 Epoch 1/1... Discriminator Loss: 1.3491... Generator Loss: 0.4078 Epoch 1/1... Discriminator Loss: 0.8875... Generator Loss: 0.6844 Epoch 1/1... Discriminator Loss: 0.8216... Generator Loss: 0.6464
Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 1.2418 Epoch 1/1... Discriminator Loss: 1.4726... Generator Loss: 0.4314 Epoch 1/1... Discriminator Loss: 0.9477... Generator Loss: 0.7663 Epoch 1/1... Discriminator Loss: 1.0258... Generator Loss: 0.7138 Epoch 1/1... Discriminator Loss: 1.1413... Generator Loss: 0.6960 Epoch 1/1... Discriminator Loss: 1.2459... Generator Loss: 0.5413 Epoch 1/1... Discriminator Loss: 0.8525... Generator Loss: 1.0613 Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.5887 Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 1.3664 Epoch 1/1... Discriminator Loss: 0.5486... Generator Loss: 2.1160
Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 0.7421 Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.5702 Epoch 1/1... Discriminator Loss: 0.7815... Generator Loss: 0.9044 Epoch 1/1... Discriminator Loss: 0.5227... Generator Loss: 2.3509 Epoch 1/1... Discriminator Loss: 0.5599... Generator Loss: 1.2540 Epoch 1/1... Discriminator Loss: 1.8260... Generator Loss: 0.2162 Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 0.4906 Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.4433 Epoch 1/1... Discriminator Loss: 1.1560... Generator Loss: 0.9807 Epoch 1/1... Discriminator Loss: 0.4289... Generator Loss: 1.4305
Epoch 1/1... Discriminator Loss: 0.5013... Generator Loss: 1.2698 Epoch 1/1... Discriminator Loss: 0.9638... Generator Loss: 0.6544 Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 0.3755 Epoch 1/1... Discriminator Loss: 2.7590... Generator Loss: 1.4839 Epoch 1/1... Discriminator Loss: 1.1192... Generator Loss: 0.5259 Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.4218 Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 0.6505 Epoch 1/1... Discriminator Loss: 0.6321... Generator Loss: 1.1194 Epoch 1/1... Discriminator Loss: 1.1877... Generator Loss: 0.4912 Epoch 1/1... Discriminator Loss: 0.6422... Generator Loss: 1.1985
Epoch 1/1... Discriminator Loss: 1.7548... Generator Loss: 0.2126 Epoch 1/1... Discriminator Loss: 1.0690... Generator Loss: 1.0645 Epoch 1/1... Discriminator Loss: 0.7654... Generator Loss: 0.8531 Epoch 1/1... Discriminator Loss: 2.3611... Generator Loss: 0.1317 Epoch 1/1... Discriminator Loss: 1.4353... Generator Loss: 0.4110 Epoch 1/1... Discriminator Loss: 0.8553... Generator Loss: 0.8330 Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.4790 Epoch 1/1... Discriminator Loss: 0.3967... Generator Loss: 1.6062 Epoch 1/1... Discriminator Loss: 0.7351... Generator Loss: 0.8323 Epoch 1/1... Discriminator Loss: 0.4412... Generator Loss: 3.1287
Epoch 1/1... Discriminator Loss: 0.8621... Generator Loss: 1.0102 Epoch 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.4979 Epoch 1/1... Discriminator Loss: 1.6544... Generator Loss: 0.2572 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.4238 Epoch 1/1... Discriminator Loss: 1.0514... Generator Loss: 1.5236 Epoch 1/1... Discriminator Loss: 0.6211... Generator Loss: 1.0444 Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.6606 Epoch 1/1... Discriminator Loss: 1.1758... Generator Loss: 0.5053 Epoch 1/1... Discriminator Loss: 0.8733... Generator Loss: 0.7715 Epoch 1/1... Discriminator Loss: 0.3322... Generator Loss: 1.9979
Epoch 1/1... Discriminator Loss: 1.0943... Generator Loss: 0.5326 Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 0.6589 Epoch 1/1... Discriminator Loss: 1.6487... Generator Loss: 0.7894 Epoch 1/1... Discriminator Loss: 0.7604... Generator Loss: 1.2267 Epoch 1/1... Discriminator Loss: 1.0425... Generator Loss: 0.5374 Epoch 1/1... Discriminator Loss: 0.3349... Generator Loss: 1.6674 Epoch 1/1... Discriminator Loss: 1.7325... Generator Loss: 0.3038 Epoch 1/1... Discriminator Loss: 0.9539... Generator Loss: 0.6289 Epoch 1/1... Discriminator Loss: 0.5982... Generator Loss: 1.0511 Epoch 1/1... Discriminator Loss: 0.3807... Generator Loss: 1.7603
Epoch 1/1... Discriminator Loss: 1.5768... Generator Loss: 0.2749 Epoch 1/1... Discriminator Loss: 0.6339... Generator Loss: 1.0216 Epoch 1/1... Discriminator Loss: 1.5824... Generator Loss: 0.2978 Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 0.3646 Epoch 1/1... Discriminator Loss: 0.9474... Generator Loss: 0.5783 Epoch 1/1... Discriminator Loss: 1.1959... Generator Loss: 0.4572 Epoch 1/1... Discriminator Loss: 0.5543... Generator Loss: 1.2573 Epoch 1/1... Discriminator Loss: 0.7608... Generator Loss: 0.9224 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 0.8606 Epoch 1/1... Discriminator Loss: 0.7079... Generator Loss: 1.4139
Epoch 1/1... Discriminator Loss: 0.6190... Generator Loss: 1.1447 Epoch 1/1... Discriminator Loss: 0.6702... Generator Loss: 0.9928 Epoch 1/1... Discriminator Loss: 0.9602... Generator Loss: 1.7107 Epoch 1/1... Discriminator Loss: 0.3323... Generator Loss: 1.6389 Epoch 1/1... Discriminator Loss: 1.2283... Generator Loss: 0.4601 Epoch 1/1... Discriminator Loss: 1.0974... Generator Loss: 0.5273
提交本项目前,确保运行所有 cells 后保存该文件。
保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。